Maize plants characterized by quantitative trait loci (qtl)

ABSTRACT

The present invention relates to maize plants with a genome comprising a unique allele profile associated with the corresponding QTLs contributing to the expression of a variety of phenotypic traits of economic interest selected from the group of grain yield, grain moisture at harvest, early and late root lodging, stalk lodging, common smut incidence, fusarium ear rot incidence, sulcotrione resistance, and tassei architecture. The invention further relates to method for obtaining such a plant as well as assays and screening methods for identifying plants with the desired profile.

The subject matter of the present invention relates to plants,particularly to maize plants with a genome comprising a unique alleleprofile associated with the corresponding QTLs contributing to theexpression of a variety of phenotypic traits of economic interestselected from the group of grain yield, grain moisture at harvest, earlyand late root lodging, stalk lodging, common smut incidence, fusariumear rot incidence, sulcotrione resistance, and tassel architecture.

The invention further relates to method for obtaining such a plant aswell as assays and screening methods for identifying plants with thedesired profile.

Selective breeding has been employed for centuries to improve, orattempt to improve, phenotypic traits of agronomic and economic interestin plants such as yield, percentage of grain oil, etc. Generallyspeaking, selective breeding involves the selection of individuals toserve as parents of the next generation on the basis of one or morephenotypic traits of interest. However, such phenotypic selection isfrequently complicated by non-genetic factors that can impact thephenotype(s) of interest. Non-genetic factors that can have such effectsinclude, but are not limited to environmental influences such as soiltype and quality, rainfall, temperature range, and others.

Most phenotypic traits of interest are controlled by more than onegenetic locus, each of which typically influences the given trait to agreater or lesser degree. For example, U.S. Pat. No. 6,399,855 to Beavissuggests that the vast majority of economically important phenotypictraits in domesticated plants are so-called quantitative traits.Generally, the term “quantitative trait” has been used to describe aphenotype that exhibits continuous variability in expression and is thenet result of multiple genetic loci presumably interacting with eachother and/or with the environment. The term “complex trait” has alsobeen broadly used to describe any trait that does not exhibit classicMendelian inheritance, which generally is attributable to a singlegenetic locus (Lander & Schork (1994) 265 Science 2037-2048).

One of the consequences of multifactorial inheritance patterns is thatit can be very difficult to map loci that contribute to the expressionof such traits. However, the development of sets of polymorphic geneticmarkers (e.g., RFLPs, SNPs, SSRs, etc.) that span the genome has made itpossible to investigate what Edwards et al. (1987) 115 Genetics 113-125referred to as “quantitative trait loci” (QTL or QTLs), as well as theirnumbers, magnitudes, and distributions. QTLs include genes that control,to some degree, qualitative and quantitative phenotypic traits that canbe discrete or continuously distributed within a family of individualsas well as within a population of families of individuals.

Various experimental approaches have been developed to identify andanalyze QTLs (see e.g., U.S. Pat. Nos. 5,385,835; 5,492,547; and5,981,832). One such approach involves crossing two inbred lines toproduce F₁ single cross hybrid progeny, selfing the F₁ hybrid progeny toproduce segregating F₂ progeny, genotyping multiple marker loci, andevaluating one to several quantitative phenotypic traits among thesegregating progeny. The QTLs are then identified on the basis ofsignificant statistical associations between the genotypic values andthe phenotypic variability among the segregating progeny. Thisexperimental paradigm is ideal in that the parental lines of the F₁generation have known linkage phases, all of the segregating loci in theprogeny are informative, and linkage disequilibrium between the markerloci and the genetic loci affecting the phenotypic traits is maximized.

In the present invention a commonly-used generation advancementprocedure was applied to develop a maize plant which exhibits a uniqueallele profile at specific QTLs.

Definitions

As used in this specification and the appended claims, the singularforms “a”, “an”, and “the” include plural referents unless the contextclearly dictates otherwise. Thus, for example, reference to “a plant”includes one or more plants, and reference to “a cell” includes mixturesof cells, tissues, and the like.

An “allele” is understood within the scope of the invention to refer toalternative forms of various genetic units associated with differentforms of a gene or of any kind of identifiable genetic element, whichare alternative in inheritance because they are situated at the samelocus in homologous chromosomes. In a diploid cell or organism, the twoalleles of a given gene (or marker) typically occupy corresponding locion a pair of homologous chromosomes.

An allele associated with a quantitative, trait may comprise a singlegene or multiple genes or even a gene encoding a genetic factorcontributing to the phenotype represented by said QTLs.

As used herein, the term “breeding”, and grammatical variants thereof,refer to any process that generates a progeny individual. Breedings canbe sexual or asexual, or any combination thereof. Exemplary non-limitingtypes of breedings include crossings, selfings, doubled haploidderivative generation, and combinations thereof.

As used herein, the phrase “established breeding population” refers to acollection of potential breeding partners produced by and/or used asparents in a breeding program; e.g., a commercial breeding program. Themembers of the established breeding population are typicallywell-characterized genetically and/or phenotypically. For example,several phenotypic traits of interest might have been evaluated, e.g.,under different environmental conditions, at multiple locations, and/orat different times. Alternatively or in addition, one or more geneticloci associated with expression of the phenotypic traits might have beenidentified and one or more of the members of the breeding populationmight have been genotyped with respect to the one or more genetic locias well as with respect to one or more genetic markers that areassociated with the one or more genetic loci.

As used herein, the phrase “diploid individual” refers to an individualthat has two sets of chromosomes, typically one from each of its twoparents. However, it is understood that in some embodiments a diploidindividual can receive its “maternal” and “paternal” sets of chromosomesfrom the same single organism, such as when a plant is selfed to producea subsequent generation of plants.

“Homozygous” is understood within the scope of the invention to refer tolike alleles at one or more corresponding loci on homologouschromosomes.

“Heterozygous” is understood within the scope of the invention to referto unlike alleles at one or more corresponding loci on homologouschromosomes.

“Backcrossing” is understood within the scope of the invention to referto a process in which a hybrid progeny is repeatedly crossed back to oneof the parents.

“Genetic linkage” is understood within the scope of the invention torefer to an association of characters in inheritance due to location ofgenes in proximity on the same chromosome, measured by percentrecombination between loci (centi-Morgan, cM).

As used herein, the phrase “quantitative trait” refers to a phenotypictrait that can be described numerically (i.e., quantitated orquantified). A quantitative trait typically exhibits continuousvariation between individuals of a population; that is, differences inthe numerical value of the phenotypic trait are slight and grade intoeach other. Frequently, the frequency distribution in a population of aquantitative phenotypic trait exhibits a bell-shaped curve (i.e.,exhibits a normal distribution between two extremes). A quantitativetrait is typically the result of a genetic locus interacting with theenvironment or of multiple genetic loci (QTL) interacting with eachother and/or with the environment. Examples of quantitative traitsinclude plant height and yield.

As used herein, the terms “quantitative trait locus” (QTL) and “markertrait association” refer to an association between a genetic marker anda chromosomal region and/or gene that affects the phenotype of a traitof interest. Typically, this is determined statistically; e.g., based onone or more methods published in the literature. A QTL can be achromosomal region and/or a genetic locus with at least two alleles thatdifferentially affect the expression of a phenotypic trait (either aquantitative trait or a qualitative trait).

As used herein, the phrases “sexually crossed” and “sexual reproduction”in the context of the presently disclosed subject matter refers to thefusion of gametes to produce progeny (e.g., by fertilization, such as toproduce seed by pollination in plants). A “sexual cross” or“cross-fertilization” is in some embodiments fertilization of oneindividual by another (e.g., cross-pollination in plants). The term“selfing” refers in some embodiments to the production of seed byself-fertilization or self-pollination; i.e., pollen and ovule are fromthe same plant.

As used herein, the phrase “genetic marker” refers to a feature of anindividual's genome (e.g., a nucleotide or a polynucleotide sequencethat is present in an individual's genome) that is associated with oneor more loci of interest. In some embodiments, a genetic marker ispolymorphic in a population of interest, or the locus occupied by thepolymorphism, depending on context. Genetic markers include, forexample, single nucleotide polymorphisms (SNPs), indels (i.e.,insertions/deletions), simple sequence repeats (SSRs), restrictionfragment length polymorphisms (RFLPs), random amplified polymorphic DNAs(RAPDs), cleaved amplified polymorphic sequence (CAPS) markers,Diversity Arrays Technology (DArT) markers, and amplified fragmentlength polymorphisms (AFLPs), among many other examples. Genetic markerscan, for example, be used to locate genetic loci containing alleles thatcontribute to variability in expression of phenotypic traits on achromosome. The phrase “genetic marker” can also refer to apolynucleotide sequence complementary to a genomic sequence, such as asequence of a nucleic acid used as probes.

A genetic marker can be physically located in a position on a chromosomethat is within or outside of the genetic locus with which it isassociated (i.e., is intragenic or extragenic, respectively). Statedanother way, whereas genetic markers are typically employed when thelocation on a chromosome of the gene that corresponds to the locus ofinterest has not been identified and there is a non-zero rate ofrecombination between the genetic marker and the locus of interest, thepresently disclosed subject matter can also employ genetic markers thatare physically within the boundaries of a genetic locus (e.g., inside agenomic sequence that corresponds to a gene such as, but not limited toa polymorphism within an intron or an exon of a gene). In someembodiments of the presently disclosed subject matter, the one or moregenetic markers comprise between one and ten markers, and in someembodiments the one or more genetic markers comprise more than tengenetic markers.

As used herein, the term “genotype” refers to the genetic constitutionof a cell or organism. An individual's “genotype for a set of geneticmarkers” includes the specific alleles, for one or more genetic markerloci, present in the individual. As is known in the art, a genotype canrelate to a single locus or to multiple loci, whether the loci arerelated or unrelated and/or are linked or unlinked. In some embodiments,an individual's genotype relates to one or more genes that are relatedin that the one or more of the genes are involved in the expression of aphenotype of interest (e.g., a quantitative trait as defined herein).Thus, in some embodiments a genotype comprises a summary of one or morealleles present within an individual at one or more genetic loci of aquantitative trait. In some embodiments, a genotype is expressed interms of a haplotype (defined herein below).

As used herein, the term “germplasm” refers to the totality of thegenotypes of a population or other group of individuals (e.g., aspecies). The term “germplasm” can also refer to plant material; e.g., agroup of plants that act as a repository for various alleles. The phrase“adapted germplasm” refers to plant materials of proven geneticsuperiority; e.g., for a given environment or geographical area, whilethe phrases “non-adapted germplasm,” “raw germplasm,” and “exoticgermplasm” refer to plant materials of unknown or unproven geneticvalue; e.g., for a given environment or geographical area; as such, thephrase “non-adapted germplasm” refers in some embodiments to plantmaterials that are not part of an established breeding population andthat do not have a known relationship to a member of the establishedbreeding population.

As used herein, the term “haplotype” refers to the set of alleles anindividual inherited from one parent. A diploid individual thus has twohaplotypes. The term “haplotype” can be used in a more limited sense torefer to physically linked and/or unlinked genetic markers (e.g.,sequence polymorphisms) associated with a phenotypic trait. The phrase“haplotype block” (sometimes also referred to in the literature simplyas a haplotype) refers to a group of two or more genetic markers thatare physically linked on a single chromosome (or a portion thereof).Typically, each block has a few common haplotypes, and a subset of thegenetic markers (i.e., a “haplotype tag”) can be chosen that uniquelyidentifies each of these haplotypes.

As used herein, the terms “hybrid”, “hybrid plant,” and “hybrid progeny”refers to an individual produced from genetically different parents(e.g., a genetically heterozygous or mostly heterozygous individual).

If two individuals possess the same allele at a particular locus, thealleles are termed “identical by descent” if the alleles were inheritedfrom one common ancestor (i.e., the alleles are copies of the sameparental allele). The alternative is that the alleles are “identical bystate” (i.e., the alleles appear the same but are derived from twodifferent copies of the allele). Identity by descent information isuseful for linkage studies; both identity by descent and identity bystate information can be used in association studies such as thosedescribed herein, although identity by descent information can beparticularly useful.

As used herein, the phrase “single cross F₁ hybrid” refers to an F₁hybrid produced from a cross between two inbred lines.

As used herein, the phrase “inbred line” refers to a geneticallyhomozygous or nearly homozygous population. An inbred line, for example,can be derived through several cycles of brother/sister breedings or ofselfing. In some embodiments, inbred lines breed true for one or morephenotypic traits of interest. An “inbred”, “inbred individual”, or“inbred progeny” is an individual sampled from an inbred line.

As used herein, the term “linkage”, and grammatical variants thereof,refers to the tendency of alleles at different loci on the samechromosome to segregate together more often than would be expected bychance if their transmission were independent, in some embodiments as aconsequence of their physical proximity.

As used herein, the phrase “linkage disequilibrium” (also called“allelic association”) refers to a phenomenon wherein particular allelesat two or more loci tend to remain together in linkage groups whensegregating from parents to offspring with a greater frequency thanexpected from their individual frequencies in a given population. Forexample, a genetic marker allele and a QTL allele can show linkagedisequilibrium when they occur together with frequencies greater thanthose predicted from the individual allele frequencies. Linkagedisequilibrium can occur for several reasons including, but not limitedto the alleles being in close proximity on a chromosome

As used herein, the term “locus” refers to a position on a chromosome,which comprises a gene contributing to a trait, a genetic marker, or thelike.

As used herein, the phrase “nucleic acid” refers to any physical stringof monomer units that can be corresponded to a string of nucleotides,including a polymer of nucleotides (e.g., a typical DNA or RNA polymer),modified oligonucleotides (e.g., oligonucleotides comprising bases thatare not typical to biological RNA or DNA, such as 2′-O-methylatedoligonucleotides), and the like. In some embodiments, a nucleic acid canbe single-stranded, double-stranded, multi-stranded, or combinationsthereof. Unless otherwise indicated, a particular nucleic acid sequenceof the presently disclosed subject matter optionally comprises orencodes complementary sequences, in addition to any sequence explicitlyindicated.

As used herein, the phrase “phenotype” or “phenotypic trait” refers tothe appearance or other distinguishable and detectable characteristic(s)of an individual, resulting from the interaction of its genome with theenvironment.

As used herein, the term “plurality” refers to more than one. Thus, a“plurality of individuals” refers to at least two individuals. In someembodiments, the term plurality refers to more than half of the whole.For example, in some embodiments a “plurality of a population” refers tomore than half the members of that population.

As used herein, the term “progeny” refers to the descendant(s) of aparticular cross. Typically, progeny result from breeding of twoindividuals, although some species (particularly some plants andhermaphroditic animals) can be selfed (i.e., the same plant acts as thedonor of both male and female gametes). The descendant(s) can be, forexample, of the F₁ the F₂, or any subsequent generation.

As used herein, the phrase “qualitative trait” refers to a phenotypictrait that is controlled by one or a few genes that exhibit majorphenotypic effects. Because of this, qualitative traits are typicallysimply inherited. Examples in plants include, but are not limited to,flower color, cob color, and disease resistance such as Northern cornleaf blight resistance.

“Marker-based selection” is understood within the scope of the inventionto refer to the use of genetic markers to detect one or more nucleicacids from the plant, where the nucleic add is associated with a desiredtrait to identify plants that carry genes for desirable (or undesirable)traits, so that those plants can be used (or avoided) in a selectivebreeding program.

“Microsatellite or SSRs (Simple sequence repeats) (Marker)” isunderstood within the scope of the invention to refer to a type ofgenetic marker that consists of numerous repeats of short sequences ofDNA bases, which are found at loci throughout the plant's DNA and have alikelihood of being highly polymorphic.

“PCR (Polymerase chain reaction)” is understood within the scope of theinvention to refer to a method of producing relatively large amounts ofspecific regions of DNA, thereby making possible various analyses thatare based on those regions.

“PCR primer” is understood within the scope of the invention to refer torelatively short fragments of single-stranded DNA used in the PCRamplification of specific regions of DNA.

“Polymorphism” is understood within the scope of the invention to referto the presence in a population of two or more different forms of agene, genetic marker, or inherited trait.

“Selective breeding” is understood within the scope of the invention torefer to a program of breeding that uses plants that possess or displaydesirable traits as parents.

“Tester” plant” is understood within the scope of the invention to referto a plant used to characterize genetically a trait in a plant to betested. Typically, the plant to be tested is crossed with a “tester”plant and the segregation ratio of the trait in the progeny of the crossis scored.

As used herein, the term “tester” refers to a line or individual with astandard genotype, known characteristics, and established performance. A“tester parent” is an individual from a tester line that is used as aparent in a sexual cross. Typically, the tester parent is unrelated toand genetically different from the individual to which it is crossed. Atester is typically used to generate F₁ progeny when crossed toindividuals or inbred lines for phenotypic evaluation.

As used herein, the phrase “topcross combination” refers to the processof crossing a single tester line to multiple lines. The purpose ofproducing such crosses is to determine phenotypic performance of hybridprogeny; that is, to evaluate the ability of each of the multiple linesto produce desirable phenotypes in hybrid progeny derived from the lineby the tester cross.

“Sequence Homology or Sequence Identity” is used herein interchangeably.The terms “identical” or percent “identity” in the context of two ormore nucleic acid or protein sequences, refer to two or more sequencesor subsequences that are the same or have a specified percentage ofamino acid residues or nucleotides that are the same, when compared andaligned for maximum correspondence, as measured using one of thefollowing sequence comparison algorithms or by visual inspection. If twosequences which are to be compared with each other differ in length,sequence identity preferably relates to the percentage of the nucleotideresidues of the shorter sequence which are identical with the nucleotideresidues of the longer sequence. Sequence identity can be determinedconventionally with the use of computer programs such as the Bestfitprogram (Wisconsin Sequence Analysis Package, Version 8 for Unix,Genetics Computer Group, University Research Park, 575 Science DriveMadison, Wis. 53711). Bestfit utilizes the local homology algorithm ofSmith and Waterman, Advances in Applied Mathematics 2 (1981), 482-489,in order to find the segment having the highest sequence identitybetween two sequences. When using Bestfit or another sequence alignmentprogram to determine whether a particular sequence has for instance 95%identity with a reference sequence of the present invention, theparameters are preferably so adjusted that the percentage of identity iscalculated over the entire length of the reference sequence and thathomology gaps of up to 5% of the total number of the nucleotides in thereference sequence are permitted. When using Bestfit, the so-calledoptional parameters are preferably left at their preset (“default”)values. The deviations appearing in the comparison between a givensequence and the above-described sequences of the invention may becaused for instance by addition, deletion, substitution, insertion orrecombination. Such a sequence comparison can preferably also be carriedout with the program “fasta20u66” (version 2.0u66, September 1998 byWilliam R. Pearson and the University of Virginia; see also W. R.Pearson (1990), Methods in Enzymology 183, 63-98, appended examples andhttp://workbench.sdsc.edu/). For this purpose, the “defaults” parametersettings may be used.

Another indication that two nucleic acid sequences are substantiallyidentical is that the two molecules hybridize to each other understringent conditions. The phrase: “hybridizing specifically to” refersto the binding, duplexing, or hybridizing of a molecule only to aparticular nucleotide sequence under stringent conditions when thatsequence is present in a complex mixture (e.g., total cellular) DNA orRNA. “Bind(s) substantially” refers to complementary hybridizationbetween a probe nucleic acid and a target nucleic acid and embracesminor mismatches that can be accommodated by reducing the stringency ofthe hybridization media to achieve the desired detection of the targetnucleic acid sequence.

The term “hybridize” as used herein refers to conventional hybridizationconditions, preferably to hybridization conditions at which 5×SSPE, 1%SDS, 1×Denhardts solution is used as a solution and/or hybridizationtemperatures are between 35° C. and 70° C., preferably 65° C. Afterhybridization, washing is preferably carried out first with 2×SSC, 1%SDS and subsequently with 0.2×SSC at temperatures between 35° C. and 75°C., particularly between 45° C. and 65° C., but especially at 59° C.(regarding the definition of SSPE, SSC and Denhardts solution seeSambrook et al, loc. cit.). High stringency hybridization conditions asfor instance described in Sambrook et al, supra, are particularlypreferred. Particularly preferred stringent hybridization conditions arefor instance present if hybridization and washing occur at 65° C. asindicated above. Non-stringent hybridization conditions for instancewith hybridization and washing carried out at 45° C. are less preferredand at 35° C. even less.

“Stringent hybridization conditions” and “stringent hybridization washconditions” in the context of nucleic acid hybridization experimentssuch as Southern and Northern hybridizations are sequence dependent, andare different under different environmental parameters. Longer sequenceshybridize specifically at higher temperatures. An extensive guide to thehybridization of nucleic acids is found in Tijssen (1993) LaboratoryTechniques in Biochemistry and Molecular Biology-Hybridization withNucleic Acid Probes part I chapter 2 “Overview of principles ofhybridization and the strategy of nucleic acid probe assays” Elsevier,New York. Generally, highly stringent hybridization and wash conditionsare selected to be about 5.degree. C. lower than the thermal meltingpoint (T.sub.m) for the specific sequence at a defined ionic strengthand pH. Typically, under “stringent conditions” a probe will hybridizeto its target subsequence, but to no other sequences.

The T.sub.m is the temperature (under defined ionic strength and pH) atwhich 50% of the target sequence hybridizes to a perfectly matchedprobe. Very stringent conditions are selected to be equal to the T.sub.mfor a particular probe. An example of stringent hybridization conditionsfor hybridization of complementary nucleic acids which have more than100 complementary residues on a filter in a Southern or northern blot is50% formamide with 1 mg of heparin at 42.degree. C., with thehybridization being carried out overnight. An example of highlystringent wash conditions is 0.1 5M NaCl at 72.degree. C. for about 15minutes. An example of stringent wash conditions is a 0.2.times.SSC washat 65.degree. C. for 15 minutes (see, Sambrook, infra, for a descriptionof SSC buffer). Often, a high stringency wash is preceded by a lowstringency wash to remove background probe signal. An example mediumstringency wash for a duplex of, e.g., more than 100 nucleotides, is1.times.SSC at 45.degree. C. for 15 minutes. An example low stringencywash for a duplex of, e.g., more than 100 nucleotides, is 4-6.times.SSCat 40,degree. C. for 15 minutes. For short probes (e.g., about 10 to 50nucleotides), stringent conditions typically involve salt concentrationsof less than about 1.0M Na ion, typically about 0.01 to 1.0 M Na ionconcentration (or other salts) at pH 7.0 to 8.3, and the temperature istypically at least about 30.degree. C. Stringent conditions can also beachieved with the addition of destabilizing agents such as formamide. Ingeneral, a signal to noise ratio of 2.times. (or higher) than thatobserved for an unrelated probe in the particular hybridization assayindicates detection of a specific hybridization. Nucleic acids that donot hybridize to each other under stringent conditions are stillsubstantially identical if the proteins that they encode aresubstantially identical. This occurs, e.g., when a copy of a nucleicacid is created using the maximum codon degeneracy permitted by thegenetic code.

A “plant” is any plant at any stage of development, particularly a seedplant.

A “plant cell” is a structural and physiological unit of a plant,comprising a protoplast and a cell wall. The plant cell may be in formof an isolated single cell or a cultured cell, or as a part of higherorganized unit such as, for example, plant tissue, a plant organ, or awhole plant. The term plant cell is understood to also comprise a plantprotoplast with only part or all of the cell wall removed.

“Plant cell culture” means cultures of plant units such as, for example,protoplasts, cell culture cells, cells in plant tissues, pollen, pollentubes, ovules, embryo sacs, zygotes and embryos at various stages ofdevelopment.

“Plant material” refers to leaves, stems, roots, flowers or flowerparts, fruits, pollen, egg cells, zygotes, seeds, cuttings, cell ortissue cultures, or any other part or product of a plant.

A “plant organ” is a distinct and visibly structured and differentiatedpart of a plant such as a root, stem, leaf, flower bud, or embryo.

“Plant tissue” as used herein means a group of plant cells organizedinto a structural and functional unit. Any tissue of a plant in plantaor in culture is included. This term includes, but is not limited to,whole plants, plant organs, plant seeds, tissue culture and any groupsof plant cells organized into structural and/or functional units. Theuse of this term in conjunction with, or in the absence of, any specifictype of plant tissue as listed above or otherwise embraced by thisdefinition is not intended to be exclusive of any other type of planttissue.

In one embodiment, the invention relates to a maize plant, which planthas a genome comprising a set of alleles associated with a correspondingset of QTLs of economic importance and genetically linked to thecorresponding markers as shown in Table A-G, wherein said set of QTLscomprises at least two QTLs, particularly at least 5, more particularlyat least 10, even more particularly at least 20 and up to 37 QTLscontributing to a phenotypic trait selected from the group of grainyield, grain moisture at harvest, early and late root lodging, stalklodging, common smut incidence, fusarium ear rot incidence, sulcotrioneresistance, and tassel architecture.

In particular, the invention relates to a maize plant containing anuclear genome comprising a set of alleles at a corresponding set ofQTLs each of which contribute to a phenotypic trait of economicimportance, wherein

-   -   a) each QTL is genetically linked to at least one marker locus,        which can be identified by a pair of PCR oligonucleotide primers        consisting of a forward primer and a reverse primer exhibiting a        nucleotide sequence as given in SEQ ID NO: 1-82 shown in Tables        A-G; and    -   b) each allele at the corresponding QTL is defined by at least        one marker allele at said at least one marker locus linked to        the QTL, which marker allele is characterized by the PCR        amplification product obtainable in a PCR reaction with the        respective oligonucleotide primer pair given in Tables A-G,        which amplification product is essentially identical to the        corresponding amplification product of the favourable allele as        indicated in Tables A-G obtainable from inbred lines M3047/1        (NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with        the identical primer pair; and wherein said        set of QTLs comprises at least 10, particularly at least 15,        more particularly at least 20, even more particularly at least        25, but especially at least 30 and up to 37 different QTLs.

The primer pairs recited above in steps a) and b) are comprised of aforward primer with an odd-numbered sequence identification number and areverse primer with the next higher even-numbered sequenceidentification number. For example, forward primer with SEQ ID NO: 1 andreverse primer with SEQ ID NO: 2 are building a primer pair, as do SEQID NO: 3 and SEQ ID NO: 4; SEQ ID NO: 5 and SEQ ID NO: 6, etc.

The PCR amplification product recited above in steps b) obtained in aPCR reaction with an oligonucleotide primer pair given in Tables A-G,can be identified based on its molecular weight or nucleotide sequence,both of which are essentially identical to the molecular weight ornucleotide sequence of the corresponding PCR amplification product ofthe favourable allele as indicated in Tables A-G obtainable from inbredlines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reactionwith the identical primer pair.

In a specific embodiment, said maize plant according to the inventionand described herein before is characterized by a set of alleles at acorresponding set of QTLs, with each QTL being genetically linked to atleast one marker locus, which can be identified by a pair of PCRoligonucleotide primers consisting of a forward primer and a reverseprimer exhibiting a nucleotide sequence as given in SEQ ID NO: 9/10,13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48, 49/50,51/52, 59/60, 61/62, 63/64, 65/66, 69/70 and 73/74, 75/76, 77/78 shownin Table A, wherein said set of QTLs comprises at least 5 particularlyat least 8, more particularly at least 10, even more particularly atleast 14, different QTLs contributing to the phenotypic trait of grainyield, which QTLs are mapping to loci on chromosomes 1, 2, 4, 5, and 7,wherein each allele at the corresponding QTL is defined by at least onemarker allele at said at least one marker locus linked to the QTL, whichmarker allele is characterized by the PCR amplification product of therespective oligonucleotide primer pair given in Table A, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In one aspect of the invention, a maize plant according to the inventionand described herein before is characterized by a set of alleles at acorresponding set of QTLs, with each QTL being genetically linked to atleast one marker locus, which can be identified by a pair of PCRoligonucleotide primers consisting of a forward primer and a reverseprimer exhibiting a nucleotide sequence as given in SEQ ID NO: 9/10,13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48, 49/50,51/52, 59/60, 61/62, 63/64, 65/66, 69/70 and 73/74, 75/76, 77/78 shownin Table A, wherein said set of QTLs comprises 14 different QTLscontributing to the phenotypic trait of grain yield, which QTLs aremapping to loci on chromosomes 1, 2, 4, 5, and 7, wherein each allele atthe corresponding QTL is defined by at least one marker allele at saidat least one marker locus linked to the QTL, which marker allele ischaracterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Table A, which amplificationproduct is essentially identical to the corresponding amplificationproduct of the favourable allele as indicated in Tables A-G obtainablefrom inbred lines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460) in aPCR reaction with the identical primer pair.

In another specific embodiment, said maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:3/4, 5/6, 9/10, 13/14, 21/22, 23/24, 29/30, 31/32, 33/34, 37/38, 39/40,43/44, 53/54, 57/58 and 65/66, 67/68, 69/70, 71/72 shown in Table B,wherein said set of QTLs comprises at least 5 particularly at least 7,more particularly at least 9, even more particularly at least 11,different QTLs contributing to the phenotypic trait of grain moisture atharvest, which QTLs are mapping to loci on chromosomes 1, 2, 3, 4, 5, 7and 8, wherein each allele at the corresponding QTL is defined by atleast one marker allele at said at least one marker locus linked to theQTL, which marker allele is characterized by the PCR amplificationproduct of the respective oligonucleotide primer pair given in Table B,which amplification product is essentially identical to thecorresponding amplification product of the favourable allele asindicated in Tables A-G obtainable from inbred lines M3047/1 (NCIMB41459) and M3047/2 (NCIMB 41460) in a PCR reaction with the identicalprimer pair.

In one aspect of the invention, a maize plant according to the inventionand described herein before is characterized by a set of alleles at acorresponding set of QTLs, with each QTL being genetically linked to atleast one marker locus, which can be identified by a pair of PCRoligonucleotide primers consisting of a forward primer and a reverseprimer exhibiting a nucleotide sequence as given in SEQ ID NO: 3/4, 5/6,9/10, 13/14, 21/22, 23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44,53/54, 57/58 and 65/66, 67/68, 69/70, 71/72 shown in Table B, whereinsaid set of QTLs comprises 11 different QTLs contributing to thephenotypic trait of grain moisture at harvest, which QTLs are mapping toloci on chromosomes 1 2, 3, 4, 5, 7 and 8, wherein each allele at thecorresponding QTL is defined by at least one marker allele at said atleast one marker locus linked to the QTL, which marker allele ischaracterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Table B, which amplificationproduct is essentially identical to the corresponding amplificationproduct of the favourable allele as indicated in Tables A-G obtainablefrom inbred lines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460) in aPCR reaction with the identical primer pair.

In still another specific embodiment, said maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:3/4, 27/28, 45/46, 47/48, and 59/60 shown in Table C, wherein said setof QTLs comprises at least 4 different QTLs, but particularly 3 QTLs,contributing to the phenotypic trait of early and late rootlodging/stalk lodging, which QTLs are mapping to loci on chromosomes 1,wherein each allele at the corresponding QTL is defined by at least onemarker allele at said at least one marker locus linked to the QTL, whichmarker allele is characterized by the PCR amplification product of therespective oligonucleotide primer pair given in Table C, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In still another specific embodiment, said maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ED NO:7/8, 11/12, 31/32, 39/40, 55/56, and 81/82 shown in Table E, whereinsaid set of QTLs comprises at least 4 different QTLs, but particularly 4QTLs, contributing to the phenotypic trait of tassel architecture, whichQTLs are mapping to loci on chromosomes 3, 6, 7 and 9, wherein eachallele at the corresponding QTL is defined by at least one marker alleleat said at least one marker locus linked to the QTL, which marker alleleis characterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Table E, which amplificationproduct is essentially identical to the corresponding amplificationproduct of the favourable allele as indicated in Tables A-G obtainablefrom inbred lines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460) in aPCR reaction with the identical primer pair.

In still another specific embodiment, said maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:11 and 12 shown in Table D, as given in SEQ ID NO: 7/8, 43/44, and 81/82shown in Table F and as given in SEQ ID NO: 1/2, 15/16, and 79/80 shownin Table G, respectively, wherein said set of QTLs comprises at least 1,particularly at least 2, more particularly at least 4 different QTLscontributing to the phenotypic trait of fungal resistance or incidenceselected from the group consisting of sulcotrione resistance, fusariumincidence and common smut incidence, which QTLs are mapping to loci onchromosomes 3, 5 and 9, wherein each allele at the corresponding QTL isdefined by at least one marker allele at said at least one marker locuslinked to the QTL, which marker allele is characterized by the PCRamplification product of the respective oligonucleotide primer pairgiven in Table D, F and G, respectively, which amplification product isessentially identical to the corresponding amplification product of thefavourable allele as indicated in Tables A-G obtainable from inbredlines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reactionwith the identical primer pair.

In one aspect of the invention, a maize plant according to the inventionand described herein before is characterized by a set of alleles at acorresponding set of QTLs, with each QTL being genetically linked to atleast one marker locus, which can be identified by a pair of PCRoligonucleotide primers consisting of a forward primer and a reverseprimer as given in SEQ ID NO: 11 and 12 shown in Table D, as given inSEQ ID NO: 7/8, 43/44, and 81/82 shown in Table F and as given in SEQ IDNO: 1/2, 15/16, and 79/80 shown in Table G, respectively, wherein saidset of QTLs comprises 2 different QTLs contributing to the phenotypictrait of fusarium ear-rot incidence, which QTLs are mapping to loci onchromosome 5, 2 different QTLs contributing to the phenotypic trait ofsulcotrione resistance mapping to loci on chromosomes 3 and 9, and 1 QTLcontributing to the phenotypic trait of common smut incidence mapping toa locus on chromosome 3, wherein each allele at the corresponding QTL isdefined by at least one marker allele at said at least one marker locuslinked to the QTL, which marker allele is characterized by the PCRamplification product of the respective oligonucleotide primer pairgiven in Table D, F and G, respectively, which amplification product isessentially identical to the corresponding amplification product of thefavourable allele as indicated in Tables A-G obtainable from inbredlines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reactionwith the identical primer pair.

In a specific embodiment, said maize plant according to the inventionand described herein before is characterized by a set of alleles at acorresponding set of QTLs, with each QTL being genetically linked to atleast one marker locus, which can be identified by a pair of PCRoligonucleotide primers consisting of a forward primer and a reverseprimer exhibiting a nucleotide sequence as given in SEQ ID NO: 9/10,13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48, 49/50,51/52, 59/60, 61/62, 63/64, 65/66, 69/70, 73/74, 75/76 and 77/78 shownin Table A and as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58, 65/66,67/68, 69/70, 71/72 shown in Table B, wherein said set of QTLs comprisesat least 10, particularly at least 15, more particularly at least 20,even more particularly at least 25, different QTLs contributing to thephenotypic trait of grain yield and grain moisture at harvest, whichQTLs are mapping to loci on chromosomes 1, 2, 3, 4, 5, 7, and 8, whereineach allele at the corresponding QTL is defined by at least one markerallele at said at least one marker locus linked to the QTL, which markerallele is characterized by the PCR amplification product of therespective oligonucleotide primer pair given in Tables A and B, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70, 73/74, 75/76 and 77/78shown in Table A and as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14,21/22, 23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58,65/66, 67/68, 69/70, 71/72 shown in Table B, wherein said set of QTLscomprises 25 different QTLs, 14 of which are contributing to grain yieldand mapping to loci on chromosome 1, 2, 4, 5 and 7 and 11 QTLs arecontributing to grain moisture mapping to loci on chromosome 1, 2, 3, 4,5, 7 and 8, wherein each allele at the corresponding QTL is defined byat least one marker allele at said at least one marker locus linked tothe QTL, which marker allele is characterized by the PCR amplificationproduct of the respective oligonucleotide primer pair given in Tables Aand B, which amplification product is essentially identical to thecorresponding amplification product of the favourable allele asindicated in Tables A-G obtainable from inbred lines M3047/1 (NCIMB41459) and M3047/2 (NCIMB 41460) in a PCR reaction with the identicalprimer pair.

In still another embodiment of the invention, a maize plant according tothe invention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO: 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C, wherein said set ofQTLs comprises at least 10, particularly at least 15, more particularlyat least 20, even more particularly at least 25, but especially at least28 different QTLs contributing to the phenotypic trait of grain yield,grain moisture at harvest and early and late root lodging, stalklodging, which QTLs are mapping to loci on chromosomes 1, 2, 3, 4, 5, 7,and 8, wherein each allele at the corresponding QTL is defined by atleast one marker allele at said at least one marker locus linked to theQTL, which marker allele is characterized by the PCR amplificationproduct of the respective oligonucleotide primer pair given in TablesA-C, which amplification product is essentially identical to thecorresponding amplification product of the favourable allele asindicated in Tables A-G obtainable from inbred lines M3047/1 (NCIMB41459) and M3047/2 (NCIMB 41460) in a PCR reaction with the identicalprimer pair.

In on aspect of the invention, a maize plant according to the inventionand described herein before is characterized by a set of alleles at acorresponding set of QTLs, with each QTL being genetically linked to atleast one marker locus, which can be identified by a pair of PCRoligonucleotide primers consisting of a forward primer and a reverseprimer exhibiting a nucleotide sequence as given in SEQ ID NO: 9/10,13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48, 49/50,51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78 shown inTable A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22, 23/24,29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66, 67/68,69/70, 71/72 shown in Table B and as given in SEQ ID NO: 3/4, 27/28,45/46, 47/48, and 59/60 shown in Table C, wherein said set of QTLscomprises 28 different QTLs, 14 of which are contributing to grain yieldand are mapping to loci on chromosome 1, 2, 4, 5 and 7; 11 QTLs arecontributing to grain moisture and are mapping to loci on chromosome 1,2, 3, 4, 5, 7 and 8, and 3 QTLs are contributing to root and stalklodging and are mapping to chromosome 1, wherein each allele at thecorresponding QTL is defined by at least one marker allele at said atleast one marker locus linked to the QTL, which marker allele ischaracterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Tables A-C, which amplificationproduct is essentially identical to the corresponding amplificationproduct of the favourable allele as indicated in Tables A-G obtainablefrom inbred lines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460) in aPCR reaction with the identical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO: 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C and as given in SEQ IDNO: 11 and 12 shown in Table D, wherein the set of QTLs comprises atleast 10, particularly at least 15, more particularly at least 20, evenmore particularly at least 25, but especially at least 29 different QTLscontributing to the phenotypic trait of grain yield, grain moisture atharvest, early and late root lodging, stalk lodging and common smutincidence, which QTLs are mapping to loci on chromosomes 1, 2, 3, 4, 5,7, and 8, wherein each allele at the corresponding QTL is defined by atleast one marker allele at said at least one marker locus linked to theQTL, which marker allele is characterized by the PCR amplificationproduct of the respective oligonucleotide primer pair given in TablesA-D, which amplification product is essentially identical to thecorresponding amplification product of the favourable allele asindicated in Tables A-G obtainable from inbred lines M3047/1 (NCIMB41459) and M3047/2 (NCIMB 41460) in a PCR reaction with the identicalprimer pair.

In particular, the invention provides a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO: 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C and as given in SEQ IDNO: 11 and 12 shown in Table D, wherein the set of QTLs comprises 29different QTLs, 14 of which are contributing to grain yield and aremapping to loci on chromosome 1, 2, 4, 5 and 7; 11 QTLs are contributingto grain moisture and are mapping to loci on chromosome 1, 2, 3, 4, 5, 7and 8, 3 QTLs are contributing to root and stalk lodging and are mappingto chromosome 1, and 1 QTL is contributing to common smut incidence andis mapping to a locus on chromosome 3, wherein each allele at thecorresponding QTL is defined by at least one marker allele at said atleast one marker locus linked to the QTL, which marker allele ischaracterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Tables A-D, which amplificationproduct is essentially identical to the corresponding amplificationproduct of the favourable allele as indicated in Tables A-G obtainablefrom inbred lines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460) in aPCR reaction with the identical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30. 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B, and as given in SEQ ID NO: 11 and12 shown in Table D, wherein the set of QTLs comprises at least 10,particularly at least 15, more particularly at least 20, even moreparticularly at least 25, but especially at least 26 different QTLscontributing to the phenotypic trait of grain yield, grain moisture atharvest, and common smut incidence, which QTLs are mapping to loci onchromosomes 1, 2, 3, 4, 5, 7, and 8, wherein each allele at thecorresponding QTL is defined by at least one marker allele at said atleast one marker locus linked to the QTL, which marker allele ischaracterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Tables A, B and D, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In particular, the invention provides a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B, and as given in SEQ ID NO: 11 and12 shown in Table D, wherein the set of QTLs comprises 26 differentQTLs, 14 of which are contributing to grain yield and are mapping toloci on chromosome 1, 2, 4, 5 and 7; 11 QTLs are contributing to grainmoisture and are mapping to loci on chromosome 1, 2, 3, 4, 5, 7 and 8,and 1 QTL is contributing to common smut incidence and is mapping to alocus on chromosome 3, wherein each allele at the corresponding QTL isdefined by at least one marker allele at said at least one marker locuslinked to the QTL, which marker allele is characterized by the PCRamplification product of the respective oligonucleotide primer pairgiven in Tables A, B, and D, which amplification product is essentiallyidentical to the corresponding amplification product of the favourableallele as indicated in Tables A-G obtainable from inbred lines M3047/1(NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with theidentical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 27/28, 45/46, 47/48, and59/60 shown in Table C and as given in SEQ ID NO: 11 and 12 shown inTable D, wherein the set of QTLs comprises at least 8, particularly atleast 12, more particularly at least 15, but especially at least 18different QTLs contributing to the phenotypic trait of grain yield, lateroot lodging, stalk lodging and common smut incidence, which QTLs aremapping to loci on chromosomes 1, 2, 3, 4, 5, and 7, wherein each alleleat the corresponding QTL is defined by at least one marker allele atsaid at least one marker locus linked to the QTL, which marker allele ischaracterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Tables A, C and D, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In particular, the invention provides a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27128, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 27/28, 45/46, 47/48, and59/60 shown in Table C and as given in SEQ ID NO: 11 and 12 shown inTable D, wherein the set of QTLs comprises 18 different QTLs, 14 ofwhich are contributing to grain yield and are mapping to loci onchromosome 1, 2, 4, 5 and 7; 3 QTLs are contributing to root and stalklodging and are mapping to chromosome 1, and 1 QTL is contributing tocommon smut incidence and is mapping to a locus on chromosome 3, whereineach allele at the corresponding QTL is defined by at least one markerallele at said at least one marker locus linked to the QTL, which markerallele is characterized by the PCR amplification product of therespective oligonucleotide primer pair given in Tables A, C and D, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:3/4, 5/6, 9/10, 13/14, 21/22, 23/24, 29/30, 31/32, 33/34, 37/38, 39/40,43/44, 53/54, 57/58 and 65/66, 67/68, 69/70, 71/72 shown in Table B, asgiven in SEQ ID NO: 3/4, 27/28, 45/46, 47/48, and 59/60 shown in Table Cand as given in SEQ ID NO: 11 and 12 shown in Table D, wherein the setof QTLs comprises at least 8, particularly at least 12, moreparticularly at least 15, but especially at least 15 different QTLscontributing to the phenotypic trait of grain moisture at harvest, earlyand late root lodging, stalk lodging and common smut incidence, whichQTLs are mapping to loci on chromosomes 1, 2, 3, 4, 5, 7, and 8, whereineach allele at the corresponding QTL is defined by at least one markerallele at said at least one marker locus linked to the QTL, which markerallele is characterized by the PCR amplification product of therespective oligonucleotide primer pair given in Tables B, C and D, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In particular, the invention provides a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:3/4, 5/6, 9/10, 13/14, 21/22, 23/24, 29/30, 31/32, 33/34, 37/38, 39/40,43/44, 53/54, 57/58 and 65/66, 67/68, 69/70, 71/72 shown in Table B, asgiven in SEQ ID NO: 3/4, 27/28, 45/46, 47/48, and 59/60 shown in Table Cand as given in SEQ ID NO: 11 and 12 shown in Table D, wherein the setof QTLs comprises 15 different QTLs, 11 QTLs are contributing to grainmoisture and are mapping to loci on chromosome 1, 2, 3, 4, 5, 7 and 8, 3QTLs are contributing to root and stalk lodging and are mapping tochromosome 1, and 1 QTL is contributing to common smut incidence and ismapping to a locus on chromosome 3, wherein each allele at thecorresponding QTL is defined by at least one marker allele at said atleast one marker locus linked to the QTL, which marker allele ischaracterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Tables B, C and D, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In other embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO: 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C, as given in SEQ ID NO:11 and 12 shown in Table D, and as given in SEQ ID NO: 7/8, 11/12,31/32, 39/40, 55/56, and 81/82 shown in Table E, wherein the set of QTLscomprises at least 10, particularly at least 15, more particularly atleast 20, even more particularly at least 25, but especially at least 30and up to 33 different QTLs contributing to the phenotypic trait ofgrain yield, grain moisture at harvest and early, late root lodging,stalk lodging, common smut incidence and tassel architecture, which QTLsare mapping to loci on chromosomes 1, 2, 3, 4, 5, 6, 7, 8 and 9, whereineach allele at the corresponding QTL is defined by at least one markerallele at said at least one marker locus linked to the QTL, which markerallele is characterized by the PCR amplification product of therespective oligonucleotide primer pair given in Tables A-E, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO: 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C, as given in SEQ ID NO:11 and 12 shown in Table D, and as given in SEQ ID NO: 7/8, 11/12,31/32, 39/40, 55/56, and 81/82 shown in Table E, wherein the set of QTLscomprises 33 different QTLs, 14 of which are contributing to grain yieldand are mapping to loci on chromosome 1, 2, 4, 5 and 7; 11 QTLs arecontributing to grain moisture and are mapping to loci on chromosome 1,2, 3, 4, 5, 7 and 8, 3 QTLs are contributing to root and stalk lodgingand are mapping to chromosome 1, 1 QTL is contributing to common smutincidence and is mapping to a locus on chromosome 3 and 4 QTLs arecontributing to tassel architecture and are mapping to loci onchromosomes 3, 6, 7 and 9, wherein each allele at the corresponding QTLis defined by at least one marker allele at said at least one markerlocus linked to the QTL, which marker allele is characterized by the PCRamplification product of the respective oligonucleotide primer pairgiven in Tables A-E, which amplification product is essentiallyidentical to the corresponding amplification product of the favourableallele as indicated in Tables A-G obtainable from inbred lines M3047/1(NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with theidentical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:3/4, 5/6, 9/10, 13/14, 21/22, 23/24, 29/30, 31/32, 33/34, 37/38, 39/40,43/44, 53/54, 57/58 and 65/66, 67/68, 69/70, 71/72 shown in Table B andas given in SEQ ID NO: 3/4, 27/28, 45/46, 47/48, and 59/60 shown inTable C, as given in SEQ ID NO: 11 and 12 shown in Table D, and as givenin SEQ ID NO: 7/8, 11/12, 31/32, 39/40, 55/56, and 81/82 shown in TableE, wherein the set of QTLs comprises at least 8, particularly at least12, more particularly at least 15, but especially at least 19 differentQTLs contributing to the phenotypic trait of grain moisture at harvestand early, late root lodging, stalk lodging, common smut incidence andtassel architecture, which QTLs are mapping to loci on chromosomes 1, 2,3, 4, 5, 6, 7, 8 and 9, wherein each allele at the corresponding QTL isdefined by at least one marker allele at said at least one marker locuslinked to the QTL, which marker allele is characterized by the PCRamplification product of the respective oligonucleotide primer pairgiven in Tables B-E, which amplification product is essentiallyidentical to the corresponding amplification product of the favourableallele as indicated in Tables A-G obtainable from inbred lines M3047/1(NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with theidentical primer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:3/4, 5/6, 9/10, 13/14, 21/22, 23/24, 29/30, 31/32, 33/34, 37/38, 39/40,43/44, 53/54, 57/58 and 65/66, 67/68, 69/70, 71/72 shown in Table B andas given in SEQ ID NO: 3/4, 27/28, 45/46, 47/48, and 59/60 shown inTable C, as given in SEQ ED NO: 11 and 12 shown in Table D, and as givenin SEQ ID NO: 7/8, 11/12, 31/32, 39/40, 55/56, and 81/82 shown in TableE, wherein the set of QTLs comprises 19 different QTLs, with 11 QTLscontributing to grain moisture and are mapping to loci on chromosome 1,2, 3, 4, 5, 7 and 8, 3 QTLs contributing to root and stalk lodging andare mapping to chromosome 1 and 5, 1 QTL contributing to common smutincidence and is mapping to a locus on chromosome 3 and 4 QTLscontributing to tassel architecture and are mapping to loci onchromosomes 3, 6, 7 and 9, wherein each allele at the corresponding QTLis defined by at least one marker allele at said at least one markerlocus linked to the QTL, which marker allele is characterized by the PCRamplification product of the respective oligonucleotide primer pairgiven in Tables B-E, which amplification product is essentiallyidentical to the corresponding amplification product of the favourableallele as indicated in Tables A-G obtainable from inbred lines M3047/1(NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with theidentical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO 3/4, 27/28, 45/46, 47/48, and59/60 shown in Table C, as given in SEQ ID NO: 11 and 12 shown in TableD, and as given in SEQ ID NO: 7/8, 11/12, 31/32, 39/40, 55/56, and 81/82shown in Table E Table, wherein the set of QTLs comprises at least 10,particularly at least 15, more particularly at least 20, but especiallyat least 22 different QTLs contributing to the phenotypic trait of grainyield, early, late root lodging, stalk lodging, common smut incidenceand tassel architecture, which QTLs are mapping to loci on chromosomes1, 2, 3, 4, 5, 6, 7, and 9, wherein each allele at the corresponding QTLis defined by at least one marker allele at said at least one markerlocus linked to the QTL, which marker allele is characterized by the PCRamplification product of the respective oligonucleotide primer pairgiven in Tables A, and C-E, which amplification product is essentiallyidentical to the corresponding amplification product of the favourableallele as indicated in Tables A-G obtainable from inbred lines M3047/1(NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with theidentical primer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 27/28, 45/46, 47/48, and59/60 shown in Table C, as given in SEQ ID NO: 11 and 12 shown in TableD, and as given in SEQ ID NO: 7/8, 11/12, 31/32, 39/40, 55/56, and 81/82shown in Table E, wherein the set of QTLs comprises 22 different QTLs,14 of which are contributing to grain yield and are mapping to loci onchromosome 1, 2, 4, 5 and 7; 3 QTLs are contributing to root and stalklodging and are mapping to chromosome 1, 1 QTL is contributing to commonsmut incidence and is mapping to a locus on chromosome 3 and 4 QTLs arecontributing to tassel architecture and are mapping to loci onchromosomes 3, 6, 7 and 9, wherein each allele at the corresponding QTLis defined by at least one marker allele at said at least one markerlocus linked to the QTL, which marker allele is characterized by the PCRamplification product of the respective oligonucleotide primer pairgiven in Table A and C-E, which amplification product is essentiallyidentical to the corresponding amplification product of the favourableallele as indicated in Tables A-G obtainable from inbred lines M3047/1(NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with theidentical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B, as given in SEQ ID NO: 11 and 12shown in Table D, and as given in SEQ ID NO: 7/8, 11/12, 31/32, 39/40,55/56, and 81/82 shown in Table E, wherein the set of QTLs comprises atleast 10, particularly at least 15, more particularly at least 20, evenmore particularly at least 25, but especially at least 30 different QTLscontributing to the phenotypic trait of grain yield, grain moisture atharvest, common smut incidence and tassel architecture, which QTLs aremapping to loci on chromosomes 1, 2, 3, 4, 5, 6, 7, 8 and 9, whereineach allele at the corresponding QTL is defined by at least one markerallele at said at least one marker locus linked to the QTL, which markerallele is characterized by the PCR amplification product of therespective oligonucleotide primer pair given in Tables A, B, D and E,which amplification product is essentially identical to thecorresponding amplification product of the favourable allele asindicated in Tables A-G obtainable from inbred lines M3047/1 (NCIMB41459) and M3047/2 (NCIMB 41460) in a PCR reaction with the identicalprimer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29130, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B, as given in SEQ ID NO: 11 and 12shown in Table D, and as given in SEQ ID NO: 7/8, 11/12, 31/32, 39/40,55/56, and 81/82 shown in Table E, wherein the set of QTLs comprises 30different QTLs, 14 of which are contributing to grain yield and aremapping to loci on chromosome 1, 2, 4, 5 and 7; 11 QTLs are contributingto grain moisture and are mapping to loci on chromosome 1, 2, 3, 4, 5, 7and 8, 1 QTL is contributing to common smut incidence and is mapping toa locus on chromosome 3 and 4 QTLs are contributing to tasselarchitecture and are mapping to loci on chromosomes 3, 6, 7 and 9,wherein each allele at the corresponding QTL is defined by at least onemarker allele at said at least one marker locus linked to the QTL, whichmarker allele is characterized by the PCR amplification product of therespective oligonucleotide primer pair given in Tables A, B, D and E,which amplification product is essentially identical to thecorresponding amplification product of the favourable allele asindicated in Tables A-G obtainable from inbred lines M3047/1 (NCIMB41459) and M3047/2 (NCIMB 41460) in a PCR reaction with the identicalprimer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO: 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C, and as given in SEQ IDNO: 7/8, 11/12, 31/32, 39/40, 55/56, and 81/82 shown in Table E, whereinthe set of QTLs comprises at least 10, particularly at least 15, moreparticularly at least 20, even more particularly at least 25, butespecially at least 30 and up to 32 different QTLs contributing to thephenotypic trait of grain yield, grain moisture at harvest and early,late root lodging, stalk lodging, and tassel architecture, which QTLsare mapping to lad on chromosomes 1, 2, 3, 4, 5, 6, 7, 8 and 9, whereineach allele at the corresponding QTL is defined by at least one markerallele at said at least one marker locus linked to the QTL, which markerallele is characterized by the PCR amplification product of therespective oligonucleotide primer pair given in Tables A-C and E, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO: 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C, and as given in SEQ IDNO: 7/8, 11/12, 31/32, 39/40, 55/56, and 81/82 shown in Table E, whereinthe set of QTLs comprises 32 different QTLs, 14 of which arecontributing to grain yield and are mapping to loci on chromosome 1, 2,4, 5 and 7; 11 QTLs are contributing to grain moisture and are mappingto loci on chromosome 1, 2, 3, 4, 5, 7 and 8, 3 QTLs are contributing toroot and stalk lodging and are mapping to chromosome 1, and 4 QTLs arecontributing to tassel architecture and are mapping to loci onchromosomes 3, 6, 7 and 9, wherein each allele at the corresponding QTLis defined by at least one marker allele at said at least one markerlocus linked to the QTL, which marker allele is characterized by the PCRamplification product of the respective oligonucleotide primer pairgiven in Tables A-C and E, which amplification product is essentiallyidentical to the corresponding amplification product of the favourableallele as indicated in Tables A-G obtainable from inbred lines M3047/1(NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with theidentical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO: 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C, as given in SEQ ID NO:11 and 12 shown in Table D, and as given in SEQ ID NO: 7/8, 11/12,31/32, 39/40, 55/56, and 81/82 shown in Table E, and as given in SEQ IDNO: 7/8, 43/44, and 81/82 shown in Table F, wherein the set of QTLscomprises at least 10, particularly at least 15, more particularly atleast 20, even more particularly at least 25, but especially at least 30and up to 35 different QTLs contributing to the phenotypic trait ofgrain yield, grain moisture at harvest and early, late root lodging,stalk lodging, common smut incidence, tassel architecture andsulcotrione resistance, which QTLs are mapping to loci on chromosomes 1,2, 3, 4, 5, 6, 7, 8 and 9, wherein each allele at the corresponding QTLis defined by at least one marker allele at said at least one markerlocus linked to the QTL, which marker allele is characterized by the PCRamplification product of the respective oligonucleotide primer pairgiven in Tables A-F, which amplification product is essentiallyidentical to the corresponding amplification product of the favourableallele as indicated in Tables A-G obtainable from inbred lines M3047/1(NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with theidentical primer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO: 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C, as given in SEQ ID NO:11 and 12 shown in Table D, and as given in SEQ ID NO: 7/8, 11/12,31/32, 39/40, 55/56, and 81/82 shown in Table E, and as given in SEQ IDNO: 7/8, 43/44, and 81/82 shown in Table F, wherein the set of QTLscomprises 35 different QTLs, 14 of which are contributing to grain yieldand are mapping to loci on chromosome 1, 2, 4, 5 and 7; 11 QTLs arecontributing to grain moisture and are mapping to loci on chromosome 1,2, 3, 4, 5, 7 and 8, 3 QTLs are contributing to root and stalk lodgingand are mapping to chromosome 1, 1 QTL is contributing to common smutincidence and is mapping to a locus on chromosome 3, 4 QTLs arecontributing to tassel architecture and are mapping to loci onchromosomes 3, 6, 7 and 9, and 2 QTLs are contributing to sulcotrioneresistance and are mapping to loci on chromosomes 3 and 9, wherein eachallele at the corresponding QTL is defined by at least one marker alleleat said at least one marker locus linked to the QTL, which marker alleleis characterized by the PCR amplification product of the respectiveoligonucleotide primer pair as shown pintables A-F, which amplificationproduct is essentially identical to the corresponding amplificationproduct of the favourable allele as indicated in Tables A-G obtainablefrom inbred lines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460) in aPCR reaction with the identical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence; as given in SEQ ID NO:3/4, 5/6, 9/10, 13/14, 21/22, 23/24, 29/30, 31/32, 33/34, 37/38, 39/40,43/44, 53/54, 57/58 and 65/66, 67/68, 69/70, 71/72 shown in Table B andas given in SEQ ID NO: 3/4, 27/28, 45/46, 47/48, and 59/60 shown inTable C, as given in SEQ ID NO: 11 and 12 shown in Table D, and as givenin SEQ ID NO: 7/8, 11/12, 31/32, 39/40, 55/56, and 81/82 shown in TableE, and as given in SEQ ID NO: 7/8, 43/44, and 81/82 shown in Table F,wherein the set of QTLs comprises at least 10, particularly at least 15,more particularly at least 20, but especially at least 21 different QTLscontributing to the phenotypic trait of grain moisture at harvest andearly, late root lodging, stalk lodging, common smut incidence, tasselarchitecture and sulcotrione resistance, which QTLs are mapping to locion chromosomes 1, 2, 3, 4, 5, 6, 7, 8 and 9, wherein each allele at thecorresponding QTL is defined by at least one marker allele at said atleast one marker locus linked to the QTL, which marker allele ischaracterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Tables B-F, which amplificationproduct is essentially identical to the corresponding amplificationproduct of the favourable allele as indicated in Tables A-G obtainablefrom inbred lines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460) in aPCR reaction with the identical primer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:3/4, 5/6, 9/10, 13/14, 21/22, 23124, 29/30, 31/32, 33/34, 37/38, 39/40,43/44, 53/54, 57/58 and 65/66, 67/68, 69/70, 71/72 shown in Table B andas given in SEQ ID NO: 3/4, 27/28, 45/46, 47/48, and 59/60 shown inTable C, as given in SEQ ID NO: 11 and 12 shown in Table D, and as givenin SEQ ID NO: 7/8, 11/12, 31/32, 39/40, 55/56, and 81/82 shown in TableE, and as given in SEQ ID NO: 7/8, 43/44, and 81/82shown in Table F,wherein the set of QTLs comprises 21 different QTLs, 11 QTLs arecontributing to grain moisture and are mapping to loci on chromosome 1,2, 3, 4, 5, 7 and 8, 3 QTLs are contributing to root and stalk lodgingand are mapping to chromosome 1, 1 QTL is contributing to common smutincidence and is mapping to a locus on chromosome 3, 4 QTLs arecontributing to tassel architecture and are mapping to loci onchromosomes 3, 6, 7 and 9, and 2 QTLs are contributing to sulcotrioneresistance and are mapping to loci on chromosomes 3 and 9, wherein eachallele at the corresponding QTL is defined by at least one marker alleleat said at least one marker locus linked to the QTL, which marker alleleis characterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Tables B-F, which amplificationproduct is essentially identical to the corresponding amplificationproduct of the favourable allele as indicated in Tables A-G obtainablefrom inbred lines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460) in aPCR reaction with the identical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of with each QTL being genetically linkedto at least one marker locus, which can be identified by a pair of PCRoligonucleotide primers consisting of a forward primer and a reverseprimer exhibiting a nucleotide sequence as given in SEQ ID NO: 9/10,13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48, 49/50,51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78 shown inTable A; as given in SEQ ID NO: 3/4, 27/28, 45/46, 47/48, and 59/60shown in Table C, as given in SEQ ID NO: 11 and 12 shown in Table D, andas given in SEQ ID NO: 7/8, 11/12, 31/32, 39/40, 55/56, and 81/82 shownin Table E, and as given in SEQ ID NO: 7/8, 43/44, and 81/82 shown inTable F, wherein the set of QTLs comprises at least 10, particularly atleast 15, more particularly at least 20, but especially at least 24different QTLs contributing to the phenotypic trait of grain yield,early, late root lodging, stalk lodging, common smut incidence, tasselarchitecture and sulcotrione resistance, which QTLs are mapping to locion chromosomes 1, 2, 3, 4, 5, 6, 7, and 9, wherein each allele at thecorresponding QTL is defined by at least one marker allele at said atleast one marker locus linked to the QTL, which marker allele ischaracterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Tables A and C-F, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 27/28, 45/46, 47/48, and59/60 shown in Table C, as given in SEQ ID NO: 11 and 12 shown in TableD, and as given in SEQ ID NO: 7/8, 11/12, 31/32, 39/40, 55/56, and 81/82shown in Table E, and as given in SEQ ID NO: 7/8, 43/44, and 81/82shownin Table F, wherein the set of QTLs comprises 24 different QTLs, 14 ofwhich are contributing to grain yield and are mapping to loci onchromosome 1, 2, 4, 5 and 7: 3 QTLs are contributing to root and stalklodging and are mapping to chromosome 1 and 5, 1 QTL is contributing tocommon smut incidence and is mapping to a locus on chromosome 3, 4 QTLsare contributing to tassel architecture and are mapping to loci onchromosomes 3, 6, 7 and 9, and 2 QTLs are contributing to sulcotrioneresistance and are mapping to loci on chromosomes 3 and 9, wherein eachallele at the corresponding QTL is defined by at least one marker alleleat said at least one marker locus linked to the QTL, which marker alleleis characterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Tables A and C-F, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B, as given in SEQ ID NO: 11 and 12shown in Table D, and as given in SEQ ID NO: 7/8, 11/12, 31/32, 39/40,55/56, and 81/82 shown in Table E, and as given in SEQ ID NO: 7/8,43/44, and 81/82shown in Table E, and as given in SEQ ID NO: 7, 8, 43,44, 81 and 82 shown in Table F, wherein the set of QTLs comprises atleast 10, particularly at least 15, more particularly at least 20, evenmore particularly at least 25, but especially at least 30 and up to 32different QTLs contributing to the phenotypic trait of grain yield,grain moisture at harvest, common smut incidence, tassel architectureand sulcotrione resistance, which QTLs are mapping to loci onchromosomes 1, 2, 3, 4, 5, 6, 7, 8 and 9, wherein each allele at thecorresponding QTL is defined by at least one marker allele at said atleast one marker locus linked to the QTL, which marker allele ischaracterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Tables A, B and D-F, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B, as given in SEQ ID NO: 11 and 12shown in Table D, and as given in SEQ ID NO: 7/8, 11/12, 31/32, 39/40,55/56, and 81/82 shown in Table E, and as given in SEQ ID NO: 7/8,43/44, and 81/82 shown in Table F, wherein the set of QTLs comprises 32different QTLs, 14 of which are contributing to grain yield and aremapping to loci on chromosome 1, 2, 4, 5 and 7; 11 QTLs are contributingto grain moisture and are mapping to loci on chromosome 1, 2, 3, 4, 5, 7and 8, 1 QTL is contributing to common smut incidence and is mapping toa locus on chromosome 3, 4 QTLs are contributing to tassel architectureand are mapping to loci on chromosomes 3, 6, 7 and 9, and 2 QTLs arecontributing to sulcotrione resistance and are mapping to loci onchromosomes 3 and 9, wherein each allele at the corresponding QTL isdefined by at least one marker allele at said at least one marker locuslinked to the QTL, which marker allele is characterized by the PCRamplification product of the respective oligonucleotide primer pairgiven in Tables A. B and D-F, which amplification product is essentiallyidentical to the corresponding amplification product of the favourableallele as indicated in Tables A-G obtainable from inbred lines M3047/1(NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with theidentical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 516, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO: 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C, as given in SEQ ID NO:7/8, 11/12, 31/32, 39/40, 55/56, and 81/82 shown in Table E, and asgiven in SEQ ID NO: 7/8, 43/44, and 81/82 shown in Table F, wherein theset of QTLs comprises at least 10, particularly at least 15, moreparticularly at least 20, even more particularly at least 25, butespecially at least 30 and up to 34 different QTLs contributing to thephenotypic trait of grain yield, grain moisture at harvest, late rootlodging, stalk lodging, tassel architecture and sulcotrione resistance,which QTLs are mapping to loci on chromosomes 1, 2, 3, 4, 5, 6, 7, 8 and9, wherein each allele at the corresponding QTL is defined by at leastone marker allele at said at least one marker locus linked to the QTL,which marker allele is characterized by the PCR amplification product ofthe respective oligonucleotide primer pair given in Tables A-C, E and F,which amplification product is essentially identical to thecorresponding amplification product of the favourable allele asindicated in Tables A-G obtainable from inbred lines M3047/1 (NCIMB41459) and M3047/2 (NCIMB 41460) in a PCR reaction with the identicalprimer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C, as given in SEQ ID NO:7/8, 11/12, 31/32, 39/40, 55/56, and 81/82 shown in Table E, and asgiven in SEQ ID NO: 7/8, 43/44, and 81/82 shown in Table F, wherein theset of QTLs comprises 34 different QTLs, 14 of which are contributing tograin yield and are mapping to loci on chromosome 1, 2, 4, 5 and 7; 11QTLs are contributing to grain moisture and are mapping to loci onchromosome 1, 2, 3, 4, 5, 7 and 8, 3 QTLs are contributing to root andstalk lodging and are mapping to chromosome 1, 4 QTLs are contributingto tassel architecture and are mapping to loci on chromosomes 3, 6, 7and 9, and 2 QTLs are contributing to sulcotrione resistance and aremapping to loci an chromosomes 3 and 9, wherein each allele at thecorresponding QTL is defined by at least one marker allele at said atleast one marker locus linked to the QTL, which marker allele ischaracterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Tables A-C, E and F, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO: 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C, as given in SEQ ID NO:11 and 12 shown in Table D, and as given in SEQ ID NO: 7/8, 43/44, and81/82 shown in Table F, wherein the set of QTLs comprises at least 10,particularly at least 15, more particularly at least 20, even moreparticularly at least 25, but especially at least 30 and up to 31different QTLs contributing to the phenotypic trait of grain yield,grain moisture at harvest and early, late root lodging, stalk lodging,common smut incidence, and sulcotrione resistance, which QTLs aremapping to loci on chromosomes 1, 2, 3, 4, 5, 7, and 8, wherein eachallele at the corresponding QTL is defined by at least one marker alleleat said at least one marker locus linked to the QTL, which marker alleleis characterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Tables A-D and F, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO: 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C, as given in SEQ ID NO:11 and 12 shown in Table D, and as given in SEQ ID NO: 7/8, 43/44, and81/82shown in Table F, wherein the set of QTLs comprises 31 differentQTLs, 14 of which are contributing to grain yield and are mapping toloci on chromosome 1, 2, 4, 5 and 7; 11 QTLs are contributing to grainmoisture and are mapping to loci on chromosome 1, 2, 3, 4, 5, 7 and 8, 3QTLs are contributing to root and stalk lodging and are mapping tochromosome 1, 1 QTL is contributing to common smut incidence and ismapping to a locus on chromosome 3, and 2 QTLs are contributing tosulcotrione resistance and are mapping to loci on chromosomes 3 and 9,wherein each allele at the corresponding QTL is defined by at least onemarker allele at said at least one marker locus linked to the QTL, whichmarker allele is characterized by the PCR amplification product of therespective oligonucleotide primer pair given in Tables AD and F, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO: 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C, as given in SEQ ID NO:11 and 12 shown in Table D, and as given in SEQ ID NO: 7/8, 11/12,31/32, 39/40, 55/56, and 81/82 shown in Table E, and as given in SEQ IDNO: 7/8, 43/44, and 81/82 shown in Table F, and as given in SEQ ID NO:1/2, 15/16, and 79/80 shown in Table G, wherein the set of QTLscomprises at least 10, particularly at least 15, more particularly atleast 20, even more particularly at least 25, but especially at least 30and up to 37 different QTLs contributing to the phenotypic trait ofgrain yield, grain moisture at harvest, late root lodging, stalklodging, common smut incidence, tassel architecture, sulcotrioneresistance and fusarium ear rot incidence, which QTLs are mapping toloci on chromosomes 1, 2, 3, 4, 5, 6, 7, 8 and 9, wherein each allele atthe corresponding QTL is defined by at least one marker allele at saidat least one marker locus linked to the QTL, which marker allele ischaracterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Tables A-G, which amplificationproduct is essentially identical to the corresponding amplificationproduct of the favourable allele as indicated in Tables A-G obtainablefrom inbred lines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460) in aPCR reaction with the identical primer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO: 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C, as given in SEQ ID NO:11 and 12 shown in Table D, and as given in SEQ ID NO: 7/8, 11/12,31/32, 39/40, 55/56, and 81/82 shown in Table E, and as given in SEQ IDNO: 7/8, 43/44, and 81/82 shown in Table F, and as given in SEQ ID NO:1/2, 15/16, and 79/80 shown in Table G, wherein the set of QTLscomprises 37 different QTLs, 14 of which are contributing to grain yieldand are mapping to loci on chromosome 1, 2, 4, 5 and 7; 11 QTLs arecontributing to grain moisture and are mapping to loci on chromosome 1,2, 3, 4, 5, 7 and 8, 3 QTLs are contributing to root and stalk lodgingand are mapping to chromosome 1, 1 QTL is contributing to common smutincidence and is mapping to a locus on chromosome 3, 4 QTLs arecontributing to tassel architecture and are mapping to loci onchromosomes 3, 6, 7 and 9, 2 QTLs are contributing to sulcotrioneresistance and are mapping to loci on chromosomes 3 and 9, and 2 QTLsare contributing to fusarium ear rot incidence and are mapping to locion chromosome 5, wherein each allele at the corresponding QTL is definedby at least one marker allele at said at least one marker locus linkedto the QTL, which marker allele is characterized by the PCRamplification product of the respective oligonucleotide primer pairgiven in Tables A-G, which amplification product is essentiallyidentical to the corresponding amplification product of the favourableallele as indicated in Tables A-G obtainable from inbred lines M3047/1(NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with theidentical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:3/4, 5/6, 9/10, 13/14, 21/22, 23/24, 29/30, 31/32, 33/34, 37/38, 39/40,43/44, 53/64, 57/58 and 65/66, 67/68, 69/70, 71/72 shown in Table B andas given in SEQ ID NO: 3/4, 27/28, 45/46, 47/48, and 59/60 shown inTable C, as given in SEQ ID NO: 11 and 12 shown in Table D, and as givenin SEQ ID NO: 7/8, 11/12, 31/32, 39/40, 55/56, and 81/82 shown in TableE, and as given in SEQ ID NO: 7/8, 43/44, and 81/82 shown in Table F,and as given in SEQ ID NO: 1/2, 15/16, and 79/80 shown in Table G,wherein the set of QTLs comprises at least 10, particularly at least 15,more particularly at least 20, but especially at least 23 different QTLscontributing to the phenotypic trait of grain moisture at harvest andearly, late root lodging, stalk lodging, common smut incidence, tasselarchitecture, sulcotrione resistance and fusarium ear rot incidence,which QTLs are mapping to loci on chromosomes 1, 2, 3, 4, 5, 6, 7, 8 and9, wherein each allele at the corresponding QTL is defined by at leastone marker allele at said at least one marker locus linked to the QTL,which marker allele is characterized by the PCR amplification product ofthe respective oligonucleotide primer pair given in Tables B-G, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:3/4, 5/6, 9/10, 13/14, 21/22, 23/24, 29/30, 31/32, 33/34, 37/38, 39/40,43/44, 53/54, 57/58 and 65/66, 67/68, 69/70, 71/72 shown in Table B andas given in SEQ ID NO: 3/4, 27/28, 45/46, 47/48, and 59/60 shown inTable C, as given in SEQ ID NO: 11 and 12 shown in Table D, and as givenin SEQ ID NO: 7/8, 11/12, 31/32, 39/40, 55/56, and 81/82 shown in TableE, and as given in SEQ ID NO: 7/8, 43/44, and 81/82 shown in Table F,and as given in SEQ ID NO: 1/2, 15/16, and 79/80 shown in Table G,wherein the set of QTLs comprises 23 different QTLs, 11 QTLs arecontributing to grain moisture and are mapping to loci on chromosome 1,2, 3, 4, 5, 7 and 8, 3 QTLs are contributing to root and stalk lodgingand are mapping to chromosome 1, 1 QTL is contributing to common smutincidence and is mapping to a locus on chromosome 3, 4 QTLs arecontributing to tassel architecture and are mapping to loci onchromosomes 3, 6, 7 and 9, 2 QTLs are contributing to sulcotrioneresistance and are mapping to loci on chromosomes 3 and 9, and 2 QTLsare contributing to fusarium ear rot incidence and are mapping to locion chromosome 5, wherein each allele at the corresponding QTL is definedby at least one marker allele at said at least one marker locus linkedto the QTL, which marker allele is characterized by the PCRamplification product of the respective oligonucleotide primer pairgiven in Tables B-G, which amplification product is essentiallyidentical to the corresponding amplification product of the favourableallele as indicated in Tables A-G obtainable from inbred lines M3047/1(NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with theidentical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 27/28, 45/46, 47/48, and59/60 shown in Table C, as given in SEQ ID NO: 11 and 12 shown in TableD, and as given in SEQ ID NO: 7/8, 11/12, 31/32, 39/40, 55/56, and 81/82shown in Table E, and as given in SEQ ID NO: 7/8, 43/44, and 81/82 shownin Table F, and as given in SEQ ID NO: 1/2, 15/16, and 79/80 shown inTable G, wherein the set of QTLs comprises at least 10, particularly atleast 15, more particularly at least 20, but especially at least 25 andup to 26 different QTLs contributing to the phenotypic trait of grainyield, late root lodging, stalk lodging, common smut incidence, tasselarchitecture, sulcotrione resistance and fusarium ear rot incidence,which QTLs are mapping to loci on chromosomes 1, 2, 3, 4, 5, 6, 7, and9, wherein each allele at the corresponding QTL is defined by at leastone marker allele at said at least one marker locus linked to the QTL,which marker allele is characterized by the PCR amplification product ofthe respective oligonucleotide primer pair given in Tables A and C-G,which amplification product is essentially identical to thecorresponding amplification product of the favourable allele asindicated in Tables A-G obtainable from inbred lines M3047/1 (NCIMB41459) and M3047/2 (NCIMB 41460) in a PCR reaction with the identicalprimer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 27/28, 45/46, 47/48, and59/60 shown in Table C, as given in SEQ ID NO: 11 and 12 shown in TableD, and as given in SEQ ID NO: 7/8, 11/12, 31/32, 39/40, 55/56, and 81/82shown in Table E, and as given in SEQ ID NO: 7/8, 43/44, and 81/82 shownin Table F, and as given in SEQ ID NO: 1/2, 15/16, and 79/80 shown inTable G, wherein the set of QTLs comprises 26 different QTLs, 14 ofwhich are contributing to grain yield and are mapping to loci onchromosome 1, 2, 4, 5 and 7; 3 QTLs are contributing to root and stalklodging and are mapping to chromosome 1, 1 QTL is contributing to commonsmut incidence and is mapping to a locus on chromosome 3, 4 QTLs arecontributing to tassel architecture and are mapping to loci onchromosomes 3, 6, 7 and 9, 2 QTLs are contributing to sulcotrioneresistance and are mapping to loci on chromosomes 3 and 9, and 2 QTLsare contributing to fusarium ear rot incidence and are mapping to locion chromosome 5, wherein each allele at the corresponding QTL is definedby at least one marker allele at said at least one marker locus linkedto the QTL, which marker allele is characterized by the FORamplification product of the respective oligonucleotide primer pairgiven in Tables A and C-G, which amplification product is essentiallyidentical to the corresponding amplification product of the favourableallele as indicated in Tables A-G obtainable from inbred lines M3047/1(NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with theidentical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B, as given in SEQ ID NO: 11 and 12shown in Table D, and as given in SEQ ID NO: 7/8, 11/12, 31/32, 39/40,55/56, and 81/82 shown in Table E, and as given in SEQ ID NO: 7/8,43/44, and 81/82 shown in Table F, and as given in SEQ ID NO: 1/2,15/16, and 79/80 shown in Table G, wherein the set of QTLs comprises atleast 10, particularly at least 15, more particularly at least 20, evenmore particularly at least 25, but especially at least 30 and up to 34different QTLs contributing to the phenotypic trait of grain yield,grain moisture at harvest, common smut incidence, tassel architecture,sulcotrione resistance and fusarium ear rot incidence, which QTLs aremapping to loci on chromosomes 1, 2, 3, 4, 5, 6, 7, 8 and 9, whereineach allele at the corresponding QTL is defined by at least one markerallele at said at least one marker locus linked to the QTL, which markerallele is characterized by the PCR amplification product of therespective oligonucleotide primer pair given in Tables A, B and D-G,which amplification product is essentially identical to thecorresponding amplification product of the favourable allele asindicated in Tables A-G obtainable from inbred lines M3047/1 (NCIMB41459) and M3047/2 (NCIMB 41460) in a PCR reaction with the identicalprimer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B, as given in SEQ ID NO: 11 and 12shown in Table D, and as given in SEQ ID NO: 7/8, 11/12, 31/32, 39/40,55/56, and 81/82 shown in Table E, and as given in SEQ ID NO: 7/8,43/44, and 81/82 shown in Table F, and as given in SEQ ID NO: 1/2,15/16, and 79/80 shown in Table G, wherein the set of QTLs comprises 34different QTLs, 14 of which are contributing to grain yield and aremapping to loci on chromosome 1, 2, 4, 5 and 7; 11 QTLs are contributingto grain moisture and are mapping to loci on chromosome 1, 2, 3, 4, 5, 7and 8, 1 QTL is contributing to common smut incidence and is mapping toa locus on chromosome 3, 4 QTLs are contributing to tassel architectureand are mapping to loci on chromosomes 3, 6, 7 and 9, 2 QTLs arecontributing to sulcotrione resistance and are mapping to loci onchromosomes 3 and 9, and 2 QTLs are contributing to fusarium ear rotincidence and are mapping to loci on chromosome 5, wherein each alleleat the corresponding QTL is defined by at least one marker allele atsaid at least one marker locus linked to the QTL, which marker allele ischaracterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Tables A, B and D-G, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C, as given in SEQ ID NO:7/8, 11/12, 31/32, 39/40, 55/56, and 81/82 shown in Table E, and asgiven in SEQ ID NO: 7/8, 43/44, and 81/82 shown in Table F, and as givenin SEQ ID NO: 1/2, 15/16, and 79/80 shown in Table G, wherein the set ofQTLs comprises at least 10, particularly at least 15, more particularlyat least 20, even more particularly at least 25, but especially at least30 and up to 36 different QTLs contributing to the phenotypic trait ofgrain yield, grain moisture at harvest and early, late root lodging,stalk lodging, tassel architecture, sulcotrione resistance and fusariumear rot incidence, which QTLs are mapping to loci on chromosomes 1, 2,3, 4, 5, 6, 7, 8 and 9, wherein each allele at the corresponding QTL isdefined by at least one marker allele at said at least one marker locuslinked to the QTL, which marker allele is characterized by the PCRamplification product of the respective oligonucleotide primer pairgiven in Tables A-C and E-G, which amplification product is essentiallyidentical to the corresponding amplification product of the favourableallele as indicated in Tables A-G obtainable from inbred lines M3047/1(NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with theidentical primer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO: 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C, as given in SEQ ID NO:7/8, 11/12, 31/32, 39/40, 55/56, and 81/82 shown in Table E, and asgiven in SEQ ID NO: 7/8, 43/44, and 81/82 shown in Table F, and as givenin SEQ ID NO: 1/2, 15/16, and 79/80 shown in Table G, wherein the set ofQTLs comprises 36 different QTLs, 14 of which are contributing to grainyield and are mapping to loci on chromosome 1, 2, 4, 5 and 7; 11 QTLsare contributing to grain moisture and are mapping to loci on chromosome1, 2, 3, 4, 5, 7 and 8, 3 QTLs are contributing to root and stalklodging and are mapping to chromosome 1, 4 QTLs are contributing totassel architecture and are mapping to loci on chromosomes 3, 6, 7 and9, 2 QTLs are contributing to sulcotrione resistance and are mapping toloci on chromosomes 3 and 9, and 2 QTLs are contributing to fusarium earrot incidence and are mapping to loci on chromosome 5, wherein eachallele at the corresponding QTL is defined by at least one marker alleleat said at least one marker locus linked to the QTL, which marker alleleis characterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Tables A-C and E-G, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles associated with a corresponding set of QTLs and geneticallylinked to the markers as given in SEQ ID NO: 9/10, 13/14, 17/18, 19/20,25/26, 27/28, 29/30, 35/36, 41/42, 47/48, 49/50, 51/52, 59/60, 61/62,63/64, 65/66, 69/70 73/74, 75/76 and 77/78 shown in Table A; as given inSEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22, 23/24, 29/30, 31/32, 33/34,37/38, 39/40, 43/44, 53/54, 57/58 and 65/66, 67/68, 69/70, 71/72 shownin Table B and as given in SEQ ID NO: 3/4, 27/28, 45/46, 47/48, and59/60 shown in Table C, as given in SEQ ID NO: 11 and 12 shown in TableD, and as given in SEQ ID NO: 7/8, 43/44, and 81/82 shown in Table F,and as given in SEQ ID NO: 1/2, 15/16, and 79/80 shown in Table G,wherein the set of QTLs comprises at least 10, particularly at least 15,more particularly at least 20, even more particularly at least 25, butespecially at least 30 and up to 33 different QTLs contributing to thephenotypic trait of grain yield, grain moisture at harvest and early,late root lodging, stalk lodging, common smut incidence, sulcotrioneresistance and fusarium ear rot incidence, which QTLs are mapping toloci on chromosomes 1, 2, 3, 4, 5, 7, and 8, wherein each allele at thecorresponding QTL is defined by at least one marker allele at said atleast one marker locus linked to the QTL, which marker allele ischaracterized by the PCR amplification product of the respectiveoligonucleotide primer pair given in Tables A-D, F and G, whichamplification product is essentially identical to the correspondingamplification product of the favourable allele as indicated in TablesA-G obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B and as given in SEQ ID NO: 3/4,27/28, 45/46, 47/48, and 59/60 shown in Table C, as given in SEQ ID NO:11 and 12 shown in Table D, as given in SEQ ID NO: 7/8, 43/44, and 81/82shown in Table F, and as given in SEQ ID NO: 1/2, 15/16, and 79/80 shownin Table G, wherein the set of QTLs comprises 33 different QTLs, 14 ofwhich are contributing to grain yield and are mapping to lad onchromosome 1, 2, 4, 5 and 7; 11 QTLs are contributing to grain moistureand are mapping to loci on chromosome 1, 2, 3, 4, 5, 7 and 8, 3 QTLs arecontributing to root and stalk lodging and are mapping to chromosome 1,1 QTL is contributing to common smut incidence and is mapping to a locuson chromosome 3, 2 QTLs are contributing to sulcotrione resistance andare mapping to loci on chromosomes 3 and 9, and 2 QTLs are contributingto fusarium ear rot incidence and are mapping to loci on chromosome 5,wherein each allele at the corresponding QTL is defined by at least onemarker allele at said at least one marker locus linked to the QTL, whichmarker allele is characterized by the PCR amplification product of therespective oligonucleotide primer pair given in Tables A-D, F and G,which amplification product is essentially identical to thecorresponding amplification product of the favourable allele asindicated in Tables A-G obtainable from inbred lines M3047/1 (NCIMB41459) and M3047/2 (NCIMB 41460) in a PCR reaction with the identicalprimer pair.

In another embodiment of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO: 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B, as given in SEQ ID NO: 3/4, 27/28,45/46, 47/48, and 59/60 shown in Table C, as given in SEQ ID NO: 11 and12 shown in Table D, as given in SEQ ID NO: 7/8, 11/12, 31/32, 39/40,55/56, and 81/82 shown in Table E, and as given in SEQ ID NO: 1/2,15/16, and 79/80 shown in Table G, wherein the set of QTLs comprises atleast 10, particularly at least 15, more particularly at least 20, evenmore particularly at least 25, but especially at least 30 and up to 35different QTLs contributing to the phenotypic trait of grain yield,grain moisture at harvest and early, late root lodging, stalk lodging,common smut incidence, tassel architecture, and fusarium ear rotincidence, which QTLs are mapping to loci on chromosomes 1, 2, 3, 4, 5,6, 7, 8 and 9, wherein each allele at the corresponding QTL is definedby at least one marker allele at said at least one marker locus linkedto the QTL, which marker allele is characterized by the FORamplification product of the respective oligonucleotide primer pairgiven in Tables A-E and G, which amplification product is essentiallyidentical to the corresponding amplification product of the favourableallele as indicated in Tables A-G obtainable from inbred lines M3047/1(NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with theidentical primer pair.

In a specific aspect of the invention, a maize plant according to theinvention and described herein before is characterized by a set ofalleles at a corresponding set of QTLs, with each QTL being geneticallylinked to at least one marker locus, which can be identified by a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:9/10, 13/14, 17/18, 19/20, 25/26, 27/28, 29/30, 35/36, 41/42, 47/48,49/50, 51/52, 59/60, 61/62, 63/64, 65/66, 69/70 73/74, 75/76 and 77/78shown in Table A; as given in SEQ ID NO 3/4, 5/6, 9/10, 13/14, 21/22,23/24, 29/30, 31/32, 33/34, 37/38, 39/40, 43/44, 53/54, 57/58 and 65/66,67/68, 69/70, 71/72 shown in Table B, as given in SEQ ID NO: 3/4, 27/28,45/46, 47/48, and 59/60 shown in Table C, as given in SEQ ID NO: 11 and12 shown in Table D, as given in SEQ ID NO: 7/8, 11/12, 31/32, 39/40,55/56, and 81/82 shown in Table E, and as given in SEQ ID NO: 1/2,15/16, and 79/80 shown in Table G, wherein the set of QTLs comprises 35different QTLs, 14 of which are contributing to grain yield and aremapping to loci on chromosome 1, 2, 4, 5 and 7; 11 QTLs are contributingto grain moisture and are mapping to loci on chromosome 1, 2, 3, 4, 5, 7and 8, 3 QTLs are contributing to root and stalk lodging and are mappingto chromosome 1, 1 QTL is contributing to common smut incidence and ismapping to a locus on chromosome 3, 4 QTLs are contributing to tasselarchitecture and are mapping to loci on chromosomes 3, 6. and 9, and 2QTLs are contributing to fusarium ear rot incidence and are mapping toloci on chromosome 5, wherein each allele at the corresponding QTL isdefined by at least one marker allele at said at least one marker locuslinked to the QTL, which marker allele is characterized by the PCRamplification product of the respective oligonucleotide primer pairgiven in Tables A-E and G, which amplification product is essentiallyidentical to the corresponding amplification product of the favourableallele as indicated in Tables A-G obtainable from inbred lines M3047/1(NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with theidentical primer pair.

In a specific embodiment, the invention relates to a maize plantcontaining a nuclear genome comprising a set of alleles at acorresponding set of QTLs each of which contributes to a phenotypictrait selected from the group of grain yield, grain moisture at harvest,early and late root lodging, stalk lodging, common smut incidence,fusarium ear rot incidence, sulcotrione resistance, and tasselarchitecture, wherein

-   -   a) each QTL is genetically linked to at least one marker locus,        which can be identified by a pair of PCR oligonucleotide primers        consisting of a forward primer and a reverse primer exhibiting a        nucleotide sequence as given in SEQ ID NO: 1-82 shown in Tables        A-G; and    -   b) each allele at the corresponding QTL is defined by at least        one marker allele at said at least one marker locus linked to        the QTL, which marker allele is characterized by the PCR        amplification product of the respective oligonucleotide primer        pair given in Tables A-G, which amplification product is        essentially identical to the corresponding amplification product        of the favourable allele as indicated in Tables A-G obtainable        from inbred lines M3047/1 (NCIMB 41459) and M3047/2        (NCIMB 41460) in a PCR reaction with the identical primer pair,        and wherein said        set of QTLs comprises 37 different QTLs as given in Tables A-G,        but particularly a maize plant wherein at least part of said        QTLs are obtained from maize inbred lines M3047/2 (NCIMB 41460)        and M3047/1 (NCIMB 41450)), respectively.

In one embodiment, the invention relates to a maize plant containing anuclear genome comprising a set of favourable alleles at a correspondingset of at least 10, particularly of at least 11, particularly of atleast 12, but especially of at least 13 QTLs each of which contribute tothe phenotypic trait of grain yield, wherein

-   -   a) each QTL is genetically linked to at least one marker locus        selected from the group of loci characterized by at least one        pair of linked markers each of which can be identified by a pair        of PCR oligonucleotide primers consisting of a forward primer        and a reverse primer exhibiting a nucleotide sequence as given        in        -   SEQ ID NO: 59/60 and 77/78, respectively, identifying a            marker pair linked to QTL1;        -   SEQ ID NO: 77/78 and 27/28, respectively, identifying a            marker pair linked to QTL2        -   SEQ ID NO: 47/48 and 75/76, respectively, identifying a            marker pair linked to QTL3;        -   SEQ ID NO: 65/66 and 9/10, respectively, identifying a            marker pair linked to QTL4;        -   SEQ ID NO: 69/70 and 13/14, respectively, identifying a            marker pair linked to QTL5;        -   SEQ ID NO: 73/74 and 25/26, respectively, identifying a            marker pair linked to QTL6;        -   SEQ ID NO: 35/36 and 63/64, respectively, identifying a            marker pair linked to QTL7;        -   SEQ ID NO: 35/36 and 63/64, respectively, identifying a            marker pair linked to QTL8;        -   SEQ ID NO: 35/36 and 63/64, respectively, identifying a            marker pair linked to QTL9;        -   SEQ ID NO: 41/42 and 49/50, respectively, identifying a            marker pair linked to QTL10;        -   SEQ ID NO: 49/50 and 61/62, respectively, identifying a            marker pair linked to QTL11;        -   SEQ ID NO: 17/18 and 51/52, respectively, identifying a            marker pair linked to QTL12;        -   SEQ ID NO: 51/52 and 19/20, respectively, identifying a            marker pair linked to QTL13; and        -   SEQ ID NO: 29 and 30 identifying a marker linked to QTL14;            and    -   b) each allele at the corresponding QTL is defined by a PCR        amplification product, which is essentially identical to the        corresponding amplification product of the favourable allele as        indicated in Table A obtainable from inbred lines M3047/1        (NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction using        the primer pairs as identified in a).

In one embodiment, the invention relates to a maize plant as describedherein before comprising the complete set of favourable alleles at thecorresponding 14 QTLs.

In one embodiment, the invention relates to a maize plant as describedherein before, wherein

-   -   QTLs 1-4 are located on chromosome 1;    -   QTLs 5 and 6 are located on chromosome 2;    -   QTLs 7-9 are located on chromosome 4;    -   QTLs 10-13 are located on chromosome 5;    -   QTL 14 is located on chromosome 7.

In one embodiment, the invention relates to a maize plant containing anuclear genome comprising a set of favourable alleles at a correspondingset of at least 7 QTLs each of which contribute to the phenotypic traitof grain moisture at harvest, wherein

-   -   a) each QTL is genetically linked to at least one marker locus,        which marker locus is characterized by at least one pair of        linked markers each of which can be identified by a pair of PCR        oligonucleotide primers consisting of a forward primer and a        reverse primer exhibiting a nucleotide sequence as given in        -   SEQ ID NO: 69/70 and 13/14, respectively, identifying a            marker pair linked to QTL3;        -   SEQ ID NO: 71/72 and 53/54, respectively, identifying a            marker pair linked to QTL4        -   SEQ ID NO: 53/54 and 57/58, respectively, identifying a            marker pair linked to QTL5;        -   SEQ ID NO: 43/44 identifying a marker linked to QTL6,        -   SEQ ID NO: 5/6 and 37/38, respectively, identifying a marker            pair linked to QTL7;        -   SEQ ID NO: 21/22 and 33/34, respectively, identifying a            marker pair linked to QTL8;        -   SEQ ID NO: 31/32 and 39/40, respectively, identifying a            marker pair linked to QTL9; and    -   b) each allele at the corresponding QTL is defined by a PCR        amplification product, which is essentially identical to the        corresponding amplification product of the favourable allele as        indicated in Table B obtainable from inbred lines M3047/1        (NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction using        the primer pairs as identified in a).

In one embodiment, the invention relates to a maize plant as describedherein before, containing a nuclear genome comprising a set offavourable alleles at a corresponding set of at least 9 QTLs,particularly of at least 10 QTLs, but especially of at least 11 QTLseach of which contribute to the phenotypic trait of grain moisture atharvest, wherein

-   -   a) each QTL is genetically linked to at least one marker locus        selected from the group of loci characterized by at least one        pair of linked markers each of which can be identified by a pair        of PCR oligonucleotide primers consisting of a forward primer        and a reverse primer exhibiting a nucleotide sequence as given        in        -   SEQ ID NO: 23/24 and 3/4, respectively, identifying a marker            pair linked to QTL1;        -   SEQ ID NO: 65/66 and 9/10, respectively, identifying a            marker pair linked to QTL2;        -   SEQ ID NO: 69/70 and 13/14, respectively, identifying a            marker pair linked to QTL3;        -   SEQ ID NO: 71/72 and 53/54, respectively, identifying a            marker pair linked to QTL4        -   SEQ ID NO: 53/54 and 57/58, respectively, identifying a            marker pair linked to QTL5;        -   SEQ ID NO: 43/44 identifying a marker linked to QTL6;        -   SEQ ID NO: 5/6 and 37/38, respectively, identifying a marker            pair linked to QTL7;        -   SEQ ID NO: 21/22 and 33/34, respectively, identifying a            marker pair linked to QTL8;        -   SEQ ID NO: 31/32 and 39/40, respectively, identifying a            marker pair linked to QTL9;        -   SEQ ID NO: 29/30 identifying a marker linked to QTL10;        -   SEQ ID NO: 67/68 identifying a marker linked to QTL11;    -   b) each allele at the corresponding QTL is defined by a PCR        amplification product, which is essentially identical to the        corresponding amplification product of the favourable allele as        indicated in Table B obtainable from inbred lines M3047/1        (NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction using        the primer pairs as identified in a).

In one embodiment, the invention relates to a maize plant as describedherein before, containing a nuclear genome comprising a set offavourable alleles at a corresponding set of at least 9 QTLs,particularly of at least 10 QTLs, but especially of at least 11 QTLseach of which contribute to the phenotypic trait of grain moisture atharvest, wherein

-   -   a₁) 7 QTLs are genetically linked to at least one marker locus,        which marker locus is characterized by at least one pair of        linked markers each of which can be identified by a pair of PCR        oligonucleotide primers consisting of a forward primer and a        reverse primer exhibiting a nucleotide sequence as given in        -   SEQ ID NO: 69/70 and 13/14, respectively, identifying a            marker pair linked to QTL3;        -   SEQ ID NO: 71/72 and 53/54, respectively, identifying a            marker pair linked to QTL4        -   SEQ ID NO: 53/54 and 57/58, respectively, identifying a            marker pair linked to QTL5;        -   SEQ ID NO: 43/44 identifying a marker linked to QTL6;        -   SEQ ID NO: 5/6 and 37/38, respectively, identifying a marker            pair linked to QTL7;        -   SEQ ID NO: 21/22 and 33/34, respectively, identifying a            marker pair linked to QTL8;        -   SEQ ID NO: 31/32 and 39/40, respectively, identifying a            marker pair linked to QTL9; and    -   a₂) the remaining 2 QTLs are genetically linked to at least one        marker locus selected from the group of loci characterized by at        least one pair of linked markers each of which can be identified        by a pair of PCR oligonucleotide primers consisting of a forward        primer and a reverse primer exhibiting a nucleotide sequence as        given in        -   SEQ ID NO: 23/24 and 3/4, respectively, identifying a marker            pair linked to QTL1;        -   SEQ ID NO: 65/66 and 9/10, respectively, identifying a            marker pair linked to QTL2;        -   SEQ ID NO: 29/30 identifying a marker linked to QTL10; and        -   SEQ ID NO: 67/68 identifying a marker linked to QTL11;    -   b) each allele at the corresponding QTL is defined by a PCR        amplification product, which is essentially identical to the        corresponding amplification product of the favourable allele as        indicated in Table B obtainable from inbred lines M3047/1        (NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction using        the primer pairs as identified in a).

In one embodiment, the invention relates to a maize plant as describedherein before, wherein

-   -   a) each QTL is genetically linked to at least one marker locus,        which marker locus is characterized by at least one pair of        linked markers each of which can be identified by a pair of PCR        oligonucleotide primers consisting of a forward primer and a        reverse primer exhibiting a nucleotide sequence as given in        -   SEQ ID NO: 23/24 and 3/4, respectively, identifying a marker            pair linked to QTL1;        -   SEQ ID NO: 65/66 and 9/10, respectively, identifying a            marker pair linked to QTL2;        -   SEQ ID NO: 69/70 and 13/14 respectively, identifying a            marker pair linked to QTL3;        -   SEQ ID NO: 71/72 and 53/54, respectively, identifying a            marker pair linked to QTL4        -   SEQ ID NO: 53/54 and 57/58, respectively, identifying a            marker pair linked to QTL5;        -   SEQ ID NO: 43/44 identifying a marker linked to QTL6;        -   SEQ ID NO: 5/6 and 37/38, respectively, identifying a marker            pair linked to QTL7:        -   SEQ ID NO: 21/22 and 33/34, respectively, identifying a            marker pair linked to QTL8;        -   SEQ ID NO: 31/32 and 39/40, respectively, identifying a            marker pair linked to QTL9;        -   SEQ ID NO: 29/30 identifying a marker linked to QTL10;        -   SEQ ID NO: 67/68 identifying a marker linked to QTL11;    -   b) each allele at the corresponding QTL is defined by a PCR        amplification product, which is essentially identical to the        corresponding amplification product of the favourable allele as        indicated in Table B obtainable from inbred lines M3047/1        (NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction using        the primer pairs as identified in a).

In one embodiment, the invention relates to a maize plant as describedherein before, wherein

-   -   QTLs 1 and 2 are located on chromosome 1;    -   QTLs 3-5 are located on chromosome 2;    -   QTL 6 is located on chromosome 3;    -   QTL 7 is located on chromosome 4;    -   QTL 8 is located on chromosome 5;    -   QTLs 9 and 10 are located on chromosome 7; and    -   QTL 11 is located on chromosome 8

In one embodiment, the invention relates to a maize plant containing anuclear genome comprising a set of favourable alleles at a correspondingset of QTLs, particularly a set of at least 19 QTLs,

-   -   a₁) 10, particularly 11, particularly 12, particularly 13, but        especially 14 of which contribute to the phenotypic trait of        grain yield, wherein each QTL contributing to grain yield is        genetically linked to at least one marker locus selected from        the group of loci characterized by at least one pair of linked        markers each of which can be identified by a pair of PCR        oligonucleotide primers consisting of a forward primer and a        reverse primer exhibiting a nucleotide sequence as given in        -   SEQ ID NO: 59/60 and 77/78, respectively, identifying a            marker pair linked to QTL1;        -   SEQ ID NO: 77/78 and 27/28, respectively, identifying a            marker pair linked to QTL2        -   SEQ ID NO: 47/48 and 75/76, respectively, identifying a            marker pair linked to QTL3;        -   SEQ ID NO: 65/66 and 9/10, respectively, identifying a            marker pair linked to QTL4;        -   SEQ ID NO: 69/70 and 13/14, respectively, identifying a            marker pair linked to QTL5;        -   SEQ ID NO: 73/74 and 25/26, respectively, identifying a            marker pair linked to QTL6;        -   SEQ ID NO: 35/36 and 63/64, respectively, identifying a            marker pair linked to QTL7;        -   SEQ ID NO: 35/36 and 63/64, respectively, identifying a            marker pair linked to QTL8;        -   SEQ ID NO: 35/36 and 63/64, respectively, identifying a            marker pair linked to QTL9;        -   SEQ ID NO: 41/42 and 49/50, respectively, identifying a            marker pair linked to QTL10;        -   SEQ ID NO: 49/50 and 61/62, respectively, identifying a            marker pair linked to QTL11;        -   SEQ ID NO: 17/18 and 51/52, respectively, identifying a            marker pair linked to QTL12;        -   SEQ ID NO: 51/52 and 19/20, respectively, identifying a            marker pair linked to QTL13; and        -   SEQ ID NO: 29 and 30 identifying a marker linked to QTL14:            and    -   a₂) 9, particularly 10, but especially 11 of which contribute to        the phenotypic trait of grain moisture at harvest, wherein each        QTL contributing to grain moisture is genetically linked to at        least one marker locus selected from the group of loci        characterized by at least one pair of linked markers each of        which can be identified by a pair of PCR oligonucleotide primers        consisting of a forward primer and a reverse primer exhibiting a        nucleotide sequence as given in        -   SEQ ID NO: 23/24 and 3/4, respectively, identifying a marker            pair linked to QTL1;        -   SEQ ID NO: 65/66 and 9/10, respectively, identifying a            marker pair linked to QTL2;        -   SEQ ID NO: 69/70 and 13/14, respectively, identifying a            marker pair linked to QTL3;        -   SEQ ID NO: 71/72 and 53/54, respectively, identifying a            marker pair linked to QTL4        -   SEQ ID NO: 53/54 and 57/58, respectively, identifying a            marker pair linked to QTL5;        -   SEQ ID NO: 43/44 identifying a marker linked to QTL6;        -   SEQ ID NO: 5/6 and 37/38, respectively, identifying a marker            pair linked to QTL7;        -   SEQ ID NO: 21/22 and 33/34, respectively, identifying a            marker pair linked to QTL8;        -   SEQ ID NO: 31/32 and 39/40, respectively, identifying a            marker pair linked to QTL9;        -   SEQ ID NO: 29/30 identifying a marker linked to QTL10;        -   SEQ ID NO: 67/68 identifying a marker linked to QTL11;    -   b) each allele at the corresponding QTL is defined by a PCR        amplification product, which is essentially identical to the        corresponding amplification product of the favourable allele as        indicated in Tables A and B obtainable from inbred lines M3047/1        (NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction using        the primer pairs as identified in a).

In one embodiment, the invention relates to a maize plant containing anuclear genome comprising a set of favourable alleles at a correspondingset of QTLs, particularly a set of at least 17 QTLs,

-   -   a₁)10, particularly 11, particularly 12, particularly 13, but        especially 14 of which contribute to the phenotypic trait of        grain yield, wherein each QTL contributing to grain yield is        genetically linked to at least one marker locus selected from        the group of loci characterized by at least one pair of linked        markers each of which can be identified by a pair of PCR        oligonucleotide primers consisting of a forward primer and a        reverse primer exhibiting a nucleotide sequence as given in        -   SEQ ID NO: 59/60 and 77/78, respectively, identifying a            marker pair linked to QTL1;        -   SEQ ID NO: 77/78 and 27/28, respectively, identifying a            marker pair linked to QTL2        -   SEQ ID NO: 47/48 and 75/76, respectively, identifying a            marker pair linked to QTL3;        -   SEQ ID NO: 65/66 and 9/10, respectively, identifying a            marker pair linked to QTL4;        -   SEQ ID NO: 69/70 and 13/14, respectively, identifying a            marker pair linked to QTL5;        -   SEQ ID NO: 73/74 and 25/26, respectively, identifying a            marker pair linked to QTL6;        -   SEQ ID NO: 35/36 and 63/64, respectively, identifying a            marker pair linked to QTL7;        -   SEQ ID NO: 35/36 and 63/64, respectively, identifying a            marker pair linked to QTL8;        -   SEQ ID NO: 35/36 and 63/64, respectively, identifying a            marker pair linked to QTL9;        -   SEQ ID NO: 41/42 and 49/50, respectively, identifying a            marker pair linked to QTL10;        -   SEQ ID NO: 49/50 and 61/62, respectively, identifying a            marker pair linked to QTL11;        -   SEQ ID NO: 17/18 and 51/52, respectively, identifying a            marker pair linked to QTL12;        -   SEQ ID NO: 51/52 and 19/20, respectively, identifying a            marker pair linked to QTL13; and        -   SEQ ID NO: 29 and 30 identifying a marker linked to QTL14;            and    -   a₂) 7 of which contribute to grain moisture at harvest, wherein        each QTL contributing to grain moisture is genetically linked to        at least one marker locus, which marker locus is characterized        by at least one pair of linked markers each of which can be        identified by a pair of PCR oligonucleotide primers consisting        of a forward primer and a reverse primer exhibiting a nucleotide        sequence as given in        -   SEQ ID NO: 69/70 and 13/14, respectively, identifying a            marker pair linked to QTL3;        -   SEQ ID NO: 71/72 and 53/54, respectively, identifying a            marker pair linked to QTL4        -   SEQ ID NO: 53/54 and 57/58, respectively, identifying a            marker pair linked to QTL5;        -   SEQ ID NO: 43/44 identifying a marker linked to QTL6;        -   SEQ ID NO: 5/6 and 37/38, respectively, identifying a marker            pair linked to QTL7;        -   SEQ ID NO: 21/22 and 33/34, respectively, identifying a            marker pair linked to QTL8;        -   SEQ ID NO: 31/32 and 39/40, respectively, identifying a            marker pair linked to QTL9; and    -   b) each allele at the corresponding QTL is defined by a PCR        amplification product, which is essentially identical to the        corresponding amplification product of the favourable allele as        indicated in Tables A and B obtainable from inbred lines M3047/1        (NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction using        the primer pairs as identified in a₁) and a₂).

In one embodiment, the invention relates to a maize plant containing anuclear genome comprising a set of favourable alleles at a correspondingset of QTLs, particularly a set of at least 19 QTLs,

-   -   a₁) 10, particularly 11, particularly 12, particularly 13, but        especially 14 of which contribute to the phenotypic trait of        grain yield, wherein each QTL contributing to grain yield is        genetically linked to at least one marker locus selected from        the group of loci characterized by at least one pair of linked        markers each of which can be identified by a pair of PCR        oligonucleotide primers consisting of a forward primer and a        reverse primer exhibiting a nucleotide sequence as given in        -   SEQ ID NO: 59/60 and 77/78, respectively, identifying a            marker pair linked to QTL1;        -   SEQ ID NO: 77/78 and 27/28, respectively, identifying a            marker pair linked to QTL2        -   SEQ ID NO: 47/48 and 75/76, respectively, identifying a            marker pair linked to QTL3;        -   SEQ ID NO: 65/66 and 9/10, respectively, identifying a            marker pair linked to QTL4;        -   SEQ ID NO: 69/70 and 13/14, respectively, identifying a            marker pair linked to QTL5;        -   SEQ ID NO: 73/74 and 25/26, respectively, identifying a            marker pair linked to QTL6;        -   SEQ ID NO: 35/36 and 63/64, respectively, identifying a            marker pair linked to QTL7;        -   SEQ ID NO: 35/36 and 63/64, respectively, identifying a            marker pair linked to QTL8;        -   SEQ ID NO: 35/36 and 63/64, respectively, identifying a            marker pair linked to QTL9;        -   SEQ ID NO: 41/42 and 49/50, respectively, identifying a            marker pair linked to QTL10;        -   SEQ ID NO: 49/50 and 61/62, respectively, identifying a            marker pair linked to QTL11;        -   SEQ ID NO: 17/18 and 51/52, respectively, identifying a            marker pair linked to QTL12;        -   SEQ ID NO: 51/52 and 19/20, respectively, identifying a            marker pair linked to QTL13; and        -   SEQ ID NO: 29 and 30 identifying a marker linked to QTL14;            and    -   a₂) 9, particularly 10, but especially 11 of which contribute to        the phenotypic trait of grain moisture at harvest,    -   a_(2.1)) with 7 of the QTLs being genetically linked to at least        one marker locus, which marker locus is characterized by at        least one pair of linked markers each of which can be identified        by a pair of PCR oligonucleotide primers consisting of a forward        primer and a reverse primer exhibiting a nucleotide sequence as        given in        -   SEQ ID NO: 69/70 and 13/14, respectively, identifying a            marker pair linked to QTL3;        -   SEQ ID NO: 71/72 and 53/54, respectively, identifying a            marker pair linked to QTL4        -   SEQ ID NO: 53/54 and 57/58, respectively, identifying a            marker pair linked to QTL5;        -   SEQ ID NO: 43/44 identifying a marker linked to QTL6;        -   SEQ ID NO: 5/6 and 37/38, respectively, identifying a marker            pair linked to QTL7;        -   SEQ ID NO: 21/22 and 33/34, respectively, identifying a            marker pair linked to QTL8;        -   SEQ ID NO: 31/32 and 39/40, respectively, identifying a            marker pair linked to QTL9; and    -   a_(2.2)) the remaining QTLs being genetically linked to at least        one marker locus selected from the group of loci characterized        by at least one pair of linked markers each of which can be        identified by a pair of PCR oligonucleotide primers consisting        of a forward primer and a reverse primer exhibiting a nucleotide        sequence as given in        -   SEQ ID NO: 23/24 and 3/4, respectively, identifying a marker            pair linked to QTL1;        -   SEQ ID NO: 65/66 and 9/10, respectively, identifying a            marker pair linked to QTL2;        -   SEQ ID NO: 29/30 identifying a marker linked to QTL10; and        -   SEQ ID NO: 67/68 identifying a marker linked to QTL11;    -   b) each allele at the corresponding QTL is defined by a PCR        amplification product, which is essentially identical to the        corresponding amplification product of the favourable allele as        indicated in Tables A and B obtainable from inbred lines M3047/1        (NCIMB 41459) and M304712 (NCIMB 41460) in a PCR reaction using        the primer pairs as identified in a₁) and a₂).

In one embodiment, the invention relates to a maize plant as describedherein before, comprising the complete set of favourable alleles at thecorresponding 14 QTLs contributing to grain yield.

In one embodiment, the invention relates to a maize plant as describedherein before, comprising the complete set of favourable alleles at thecorresponding 11 QTLs contributing to grain moisture at harvest.

In one embodiment, the invention relates to a maize plant as describedherein before, comprising the complete set of favourable alleles at thecorresponding 14 contributing to grain yield and 11 QTLs contributing tograin moisture at harvest.

In one embodiment, the invention relates to a maize plant as describedherein before comprising at least one additional set of favourablealleles at the corresponding QTLs contributing to root and stalklodging, which QTLs are genetically linked to at least one additionalmarker locus selected from the group of marker loci characterized by atleast one pair of linked markers each of which can be identified by apair of PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in:

-   -   SEQ ID NO: 3/4 and 59/60, respectively, identifying a marker        pair linked to QTL1;    -   SEQ ID NO: 27/28 and 47/48, respectively, identifying a marker        pair linked to QTL2; and    -   SEQ ID NO: 45/46 identifying a marker linked to QTL3,        particularly a plant, wherein QTLs 1, 2 and 3 are located on        chromosome 1.

In one embodiment, the invention relates to a maize plant as describedherein before comprising at least one additional favourable alleles atthe corresponding QTL contributing to common smut incidence, which QTLis genetically linked to at least one additional marker locuscharacterized by at least one pair of linked markers each of which canbe identified by a pair of PCR oligonucleotide primers consisting of aforward primer and a reverse primer exhibiting a nucleotide sequence asgiven in:

-   -   SEQ ID NO: 11/12 identifying a marker linked to QTL1,        particularly a plant, wherein QTL 1 is located on chromosome 3.

In one embodiment, the invention relates to a maize plant as describedherein before comprising at least one additional set of favourablealleles at the corresponding QTLs contributing to tassel architecture,which QTLs are genetically linked to at least one additional markerlocus selected from the group of marker loci characterized by at leastone pair of linked markers each of which can be identified by a pair ofPCR oligonucleotide primers consisting of a forward primer and a reverseprimer exhibiting a nucleotide sequence as given in:

-   -   SEQ ID NO: 11/12 identifying a marker linked to QTL1;    -   SEQ ID NO: 55/56 identifying a marker linked to QTL2;    -   SEQ ID NO: 31/32 and 39/40, respectively, identifying a marker        pair linked to QTL3; and    -   SEQ ID NO: 81/82 and 7/8, respectively, identifying a marker        pair linked to QTL4; particularly a plant, wherein    -   QTL 1 is located on chromosome 3    -   QTL 2 is located on chromosome 6    -   QTL 3 is located on chromosome 7 and    -   QTL4 are located on chromosome 9.

In one embodiment, the invention relates to a maize plant as describedherein before comprising at least one additional set of favourablealleles at the corresponding QTLs contributing to sulcotrioneresistance, which QTLs are genetically linked to at least one additionalmarker locus selected from the group of marker loci characterized by atleast one pair of linked markers each of which can be identified by apair of PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in:

-   -   SEQ ID NO: 43/44 identifying a marker linked to QTL1; and    -   SEQ ID NO: 81/82 and 7/8, respectively, identifying a marker        pair linked to QTL2. particularly a plant, wherein    -   QTL 1 is located on chromosome 3 and    -   QTL 2 is located on chromosome 9

In one embodiment, the invention relates to a maize plant as describedherein before comprising at least one additional set of favourablealleles at the corresponding QTLs contributing to Fusarium ear rotresistance, which QTLs are genetically linked to at least one additionalmarker locus selected from the group of marker loci characterized by atleast one pair of linked markers each of which can be identified by apair of PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in:

-   -   SEQ ID NO: 1/2 and 79/80, respectively, identifying a marker        pair linked to QTL1; and    -   SEQ ID NO: 79/80 and 15/16, respectively, identifying a marker        pair linked to QTL2.        particularly a plant, wherein QTLs 1 and 2 are located on        chromosome 5.

In one embodiment, the invention relates to a maize plant as describedherein before, which plant always carries the most favourable allele atthe marker loci linked to the QTL and/or exhibits a LOT score as givenin Tables A-G.

In one embodiment, the invention relates to a maize plant as describedherein before wherein the said plant has at least one copy of the mostfavourable allele at each locus.

In one embodiment, the invention relates to a maize plant as describedherein before, wherein at least part of the recited QTLs are obtainedfrom maize inbred lines M3047/2 and M3047/1, respectively, depositedwith NCIMB under accession number NCIMB 41460 and NCIMB 41459.

In one embodiment, the plant according to the invention and as describedherein before is an inbred.

In another embodiment, the plant according to the invention and asdescribed herein before is a hybrid, particularly a single cross F1hybrid.

The present invention also contemplates improved inbred and hybrid maizeplants, and progeny thereof, which have introgressed into its genome,genetic material from at least one, preferably more than one, and mostpreferably all, of the hereinbefore described quantitative trait loci,particularly improved inbred and hybrid maize plants, and progenythereof, which exhibit the traits of high grain yield and low grainmoisture at harvest.

In a specific embodiment of the invention, a maize plant is provided asdescribed herein before, wherein said plant always carries the mostfavourable allele at the marker loci linked to the QTL.

In particular, the invention relates to a maize plant as describedherein before, wherein said favorable allele is in the homozygous state.

In still another specific embodiment a maize plant is provided accordingto the invention and as described herein before which maize plantcarries the most favourable allele at the marker loci linked to the QTLshown in Tables A-G.

In a specific embodiment of the invention, the parental genotypes arefrom the hard flint heterotic group, but particularly consist of maizeinbred lines having the invention relevant properties of inbred lineNP1902 deposited under accession number NCIMB 41577 or inbred lineNP1941 deposited under accession number NCIMB 41576, or inbred lineNPNW0351 deposited under accession number NCIMB 41578, particularly amutually complementary set of alleles according to the invention,particularly a mutually complementary set of alleles as shown in TableJ.

In one embodiment, a maize plant is provided according to the inventionand as described herein before which maize plant carries the favourableallele at 13 of the 14 QTLs for grain yield, particularly in thehomozygous state.

In particular, a maize plant is provided according to the invention andas described herein before which maize plant has, with respect to grainyield, the allelic QTL composition of Zea mays line NP1902 depositedunder accession number NCIMB 41577 or Zea mays line NP1941 depositedunder accession number NCIMB 41576.

In one embodiment, a maize plant is provided according to the inventionand as described herein before which maize plant carries the favourableallele at all 14 QTLs for grain yield; particularly in the homozygousstate.

In particular, a maize plant is provided according to the invention andas described herein before which maize plant has, with respect to grainyield, the allelic QTL composition of Zea mays line NPNW0351 depositedunder accession number NCIMB 41578.

In one embodiment, a maize plant is provided according to the inventionand as described herein before which maize plant carries the favourableallele at 9 of the 11 QTLs for grain moisture, particularly in thehomozygous state.

In particular, a maize plant is provided according to the invention andas described herein before which maize plant has, with respect to grainmoisture, the allelic QTL composition of Zea mays line NPNW0351deposited under accession number NCIMB 41578, or Zea mays line NP1902deposited under accession number NCIMB 41577.

In one embodiment, a maize plant is provided according to the inventionand as described herein before which maize plant carries the favourableallele at 10 of the 11 QTLs for grain moisture, particularly in thehomozygous state.

In particular, a maize plant is provided according to the invention andas described herein before which maize plant has, with respect to grainmoisture, the allelic QTL composition of Zea mays line NP1941, depositedunder accession number NCIMB 41576.

In particular, a maize plant is provided according to the invention andas described herein before which maize plant has, with respect to grainyield and grain moisture, respectively, the allelic QTL composition ofZea mays line NP1902 deposited under accession number NCIMB 41577 and asshown in Table J.

In particular, a maize plant is provided according to the invention andas described herein before which maize plant has, with respect to grainyield and grain moisture, respectively, the allelic QTL composition ofZea mays line NP1941, deposited under accession number NCIMB 41576 andas shown in Table J.

In particular, a maize plant is provided according to the invention andas described herein before which maize plant has, with respect to grainyield and grain moisture, respectively, the allelic QTL composition ofZea mays line NPNW0351 deposited under accession number NCIMB 41578 andas shown in Table J.

In one aspect, the invention relates to a marker or a set of two or moremarkers and up to 41 markers comprising a pair of PCR oligonucleotideprimers consisting of a forward primer and a reverse primer exhibiting anucleotide sequence as given in SEQ ID NO: 1-82 shown in Tables A-G,which primers lead to an amplification product in a PCR reactionexhibiting a molecular weight or a nucleotide sequence, which isessentially identical to that of a corresponding PCR amplificationproduct obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In another aspect, the invention relates to a marker or a set of two ormore markers and up to 20 markers comprising a pair of PCRoligonucleotide primers consisting of a forward primer and a reverseprimer exhibiting a nucleotide sequence as given in SEQ ID NO: 9, 10,13, 14, 17-20, 25-30, 35, 36, 41, 42, 47-52, 59-66, 69, 70 and 73-78shown in Table A, which primers lead to an amplification product in aPCR reaction exhibiting a molecular weight or a nucleotide sequence,which is essentially identical to that of a corresponding PCRamplification product obtainable from inbred lines M3047/1 (NCIMB 41459)and M3047/2 (NCIMB 41460) in a PCR reaction with the identical primerpair.

In still another aspect, the invention relates to a marker or a set oftwo or more markers and up to 18 markers comprising a pair of PCRoligonucleotide primers consisting of a forward primer and a reverseprimer exhibiting a nucleotide sequence as given in SEQ ID NO: 3-6, 9,10, 13, 14, 21-24, 29-34, 37-40, 43, 44, 53, 54, 57, 58 and 65-72 shownin Table B, which primers lead to an amplification product in a PCRreaction exhibiting a molecular weight or a nucleotide sequence, whichis essentially identical to that of a corresponding PCR amplificationproduct obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In still another aspect, the invention relates to a marker or a set oftwo or more markers and up to 41 markers comprising a pair of PCRoligonucleotide primers consisting of a forward primer and a reverseprimer exhibiting a nucleotide sequence as given in SEQ ID NO: 3, 4, 27,28, 45-48, 59 and 60 shown in Table C, which primers lead to anamplification product in a PCR reaction exhibiting a molecular weight ora nucleotide sequence, which is essentially identical to that of acorresponding PCR amplification product obtainable from inbred linesM3047/1 (NCIMB 41459) and M304712 (NCIMB 41460) in a PCR reaction withthe identical primer pair.

In still another aspect, the invention relates to a marker or a set oftwo or more markers and up to 5 markers comprising a pair of PCRoligonucleotide primers consisting of a forward primer and a reverseprimer exhibiting a nucleotide sequence as given in SEQ ID NO: 11 and 12shown in Table D, which primers lead to an amplification product in aPCR reaction exhibiting a molecular weight or a nucleotide sequence,which is essentially identical to that of a corresponding PCRamplification product obtainable from inbred lines M3047/1 (NCIMB 41459)and M3047/2 (NCIMB 41460) in a PCR reaction with the identical primerpair.

In still another aspect, the invention relates to a marker or a set oftwo or more markers and up to 6 markers comprising a pair of PCRoligonucleotide primers consisting of a forward primer and a reverseprimer exhibiting a nucleotide sequence as given in SEQ ID NO: 7, 8, 11,12, 31, 32, 39, 40, 55, 56, 81 and 82 shown in Table E, which primerslead to an amplification product in a PCR reaction exhibiting amolecular weight or a nucleotide sequence, which is essentiallyidentical to that of a corresponding PCR amplification productobtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB41460) in a PCR reaction with the identical primer pair.

In still another aspect, the invention relates to a marker or a set oftwo or more markers and up to 3 markers comprising a pair of PCRoligonucleotide primers consisting of a forward primer and a reverseprimer exhibiting a nucleotide sequence as given in SEQ ID NO: 7, 8, 43,44, 81 and 82 shown in Table F, which primers lead to an amplificationproduct in a PCR reaction exhibiting a molecular weight or a nucleotidesequence, which is essentially identical to that of a corresponding PCRamplification product obtainable from inbred lines M3047/1 (NCIMB 41459)and M3047/2 (NCIMB 41460) in a PCR reaction with the identical primerpair.

In still another aspect, the invention relates to a marker or a set oftwo or more markers and up to 3 markers comprising a pair of PCRoligonucleotide primers consisting of a forward primer and a reverseprimer exhibiting a nucleotide sequence as given in SEQ ID NO: 1, 2, 15,16, 79 and 80 shown in Table G, which primers lead to an amplificationproduct in a PCR reaction exhibiting a molecular weight or a nucleotidesequence, which is essentially identical to that of a corresponding PCRamplification product obtainable from inbred lines M3047/1 (NCIMB 41459)and M3047/2 (NCIMB 41460) in a PCR reaction with the identical primerpair.

In a specific embodiment, the invention relates to a set of markerswhich can be chosen from Tables A-G and compiled such that they arecapable of detecting any one of the different sub-groups of allelesidentified herein before.

The primer pairs according to the invention and described herein beforeto be used in a PCR amplification reaction for amplifying a DNA fragmentwhich is characteristic of the marker allele according to the invention,are comprised of a forward primer with an odd-numbered sequenceidentification number and a reverse primer with the next highereven-numbered sequence identification number. For example, forwardprimer with SEQ ID NO: 1 and reverse primer with SEQ ID NO: 2 arebuilding a primer pair, as do SEQ ID NO: 3 and SEQ ID NO: 4; SEQ ID NO:5 and SEQ ID NO: 6, etc.

In particular, the invention relates to a set of markers or marker pairsconsisting of a collection of PCR oligonucleotide primers consisting ofa forward primer and a reverse primer capable of identifying a markerlinked to a QTL contributing to grain yield, which primers exhibit anucleotide sequence as given in:

-   -   SEQ ID NO 59/60 and 77/78, respectively, identifying a marker        pair linked to QTL1;    -   SEQ ID NO: 77/78 and 27/28, respectively, identifying a marker        pair linked to QTL2    -   SEQ ID NO: 47/48 and 75/76, respectively, identifying a marker        pair linked to QTL3;    -   SEQ ID NO: 651 66 and 9/10, respectively, identifying a marker        pair linked to QTL4;    -   SEQ ID NO: 69/70 and 13/14, respectively, identifying a marker        pair linked to QTL5;    -   SEQ ID NO: 73/74 and 25/26, respectively, identifying a marker        pair linked to QTL6;    -   SEQ ID NO: 35/36 and 63/64, respectively, identifying a marker        pair linked to QTL7;    -   SEQ ID NO: 35/36 and 63/64, respectively, identifying a marker        pair linked to QTL8;    -   SEQ ID NO: 35/36 and 63/64, respectively, identifying a marker        pair linked to QTL9;    -   SEQ ID NO 41/42 and 49/50, respectively, identifying a marker        pair linked to QTL10;    -   SEQ ID NO 49/50 and 61/62, respectively, identifying a marker        pair linked to QTL11;

SEQ ID NO: 17/18 and 51/52, respectively, identifying a marker pairlinked to QTL12;

-   -   SEQ ID NO 51/52 and 19/20, respectively, identifying a marker        pair linked to QTL13;    -   SEQ ID NO: 29 and 30 identifying a marker linked to QTL14        which primers lead to an amplification product in a PCR reaction        exhibiting a molecular weight or a nucleotide sequence, which is        essentially identical to that of a corresponding PCR        amplification product obtainable from inbred lines M3047/1        (NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with        the identical primer pair.

In one embodiment, the invention relates to a set of markers or markerpairs consisting of a collection of PCR oligonucleotide primersconsisting of a forward primer and a reverse primer capable ofidentifying a marker linked to a QTL contributing to grain moisture atharvest, which primers exhibit a nucleotide sequence as given in:

-   -   SEQ ID NO: 69/70 and 13/14, respectively, identifying a marker        pair linked to QTL3;    -   SEQ ID NO: 71/72 and 53/54, respectively, identifying a marker        pair linked to QTL4    -   SEQ ID NO: 53/54 and 57/58, respectively, identifying a marker        pair linked to QTL5;    -   SEQ ID NO: 43/44 identifying a marker linked to QTL6;    -   SEQ ID NO 5/6 and 37/38, respectively, identifying a marker pair        linked to QTL7;    -   SEQ ID NO: 21/22 and 33/34, respectively, identifying a marker        pair linked to QTL8;    -   SEQ ID NO 31/32 and 39/40, respectively, identifying a marker        pair linked to QTL9;        which primers lead to an amplification product in a PCR reaction        exhibiting a molecular weight or a nucleotide sequence, which is        essentially identical to that of a corresponding PCR        amplification product obtainable from inbred lines M3047/1        (NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with        the identical primer pair.

In one embodiment of the invention, said set of markers contains anadditional pair of PCR oligonucleotide primers comprising at least oneadditional pair of PCR oligonucleotide primers selected from the groupof primers consisting of a forward primer and a reverse primerexhibiting a nucleotide sequence as given in:

-   -   SEQ ID NO: 23/24 and 3/4, respectively, identifying a marker        pair linked to QTL1;    -   SEQ ID NO: 65/66 and 9/10, respectively, identifying a marker        pair linked to QTL2;    -   SEQ ID NO: 29/30 identifying a marker linked to QTL10; and    -   SEQ ID NO: 67/68 identifying a marker linked to QTL11.

In one embodiment, the invention relates to a set of markers or markerpairs consisting of a collection of PCR oligonucleotide primersconsisting of a forward primer and a reverse primer capable ofidentifying a marker linked to a QTL contributing to grain moisture atharvest, which primers exhibit a nucleotide sequence as given in:

-   -   SEQ ID NO: 23/24 and 3/4, respectively, identifying a marker        pair linked to QTL1;    -   SEQ ID NO: 65/66 and 9/10, respectively, identifying a marker        pair linked to QTL2;    -   SEQ ID NO: 69/70 and 13/14, respectively, identifying a marker        pair linked to QTL3;    -   SEQ ID NO: 71/72 and 53/54, respectively, identifying a marker        pair linked to QTL4    -   SEQ ID NO: 53/54 and 57/58, respectively, identifying a marker        pair linked to QTL5;    -   SEQ ID NO: 43/44 identifying a marker linked to QTL6;    -   SEQ ID NO: 5/6 and 37/38, respectively, identifying a marker        pair linked to QTL7;    -   SEQ ID NO: 21/22 and 33/34, respectively, identifying a marker        pair linked to QTL8;    -   SEQ ID NO: 31/32 and 39/40, respectively, identifying a marker        pair linked to QTL9;    -   SEQ ID NO: 29/30 identifying a marker linked to QTL10;    -   SEQ ID NO: 67/68 identifying a marker linked to QTL11;        which primers lead to an amplification product in a PCR reaction        exhibiting a molecular weight or a nucleotide sequence, which is        essentially identical to that of a corresponding PCR        amplification product obtainable from inbred lines M30471/1        (NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction with        the identical primer pair.

The conditions used in the PCR amplification reaction are standardconditions well known to those skilled in the art involving PCR bufferand salt solutions, dNPs, an appropriate polymerase, particularly a Taqpolymerase and the appropriate forward and reverse primers in suitableconcentrations.

The PCR amplification comprises between 20 and 100 amplification cycles,particularly between 30 and 80 amplification cycles, more particularlybetween 40 and 60 amplification cycles, but especially 40 amplificationcycles of between 40 sec to 5 minutes, particularly between 50 sec and 2minutes, more particularly between 60 sec and 90 sec, but especially 60sec.

Within such an amplification cycle the DNA is first subjected to heat inthe range of between 90° C. and 98° C., particularly between 92° C. and96° C., but especially 94° C. for between 5 sec and 30 sec, particularlyfor between 10 sec and 20 sec, but especially for 15 sec. The process iscontinued at a temperature of between 35° C. and 65° C., particularlybetween 40° C. and 60° C., but especially at 59° C., optionally followedby an incubation of the DNA for between 1 and 5 minutes, particularlyfor between 2 and 3 minutes, but especially for 2 minutes at atemperature of between 65° C. and 80° C., particularly between 70° C.and 75° C., but especially at 72° C.

The PCR amplification products according to the invention and describedherein before, which are obtained in a PCR reaction with anoligonucleotide primer pair given in any one of Tables A-G, can beidentified based on its molecular weight or nucleotide sequence, both ofwhich are essentially identical to the molecular weight or nucleotidesequence of the corresponding PCR amplification product obtainable frominbred lines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCRreaction with the identical primer pair.

In one embodiment, the invention relates to plant material obtainablefrom a plant according to the invention and as described herein beforeincluding, but without being limited thereto, leaves, stems, roots,flowers or flower parts, fruits, pollen, egg cells, zygotes, seeds,cuttings, cell or tissue cultures, or any other part or product of theplant. The invention further relates to plant parts obtainable from aplant according to the invention and as described herein beforeincluding, but without being limited thereto, plant seed, plant organssuch as, for example, a root, stem, leaf, flower bud, or embryo, etc,ovules, pollen microspores, plant cells, plant tissue, plant cellscultures such as, for example, protoplasts, cell culture cells, cells inplant tissues, pollen, pollen tubes, ovules, embryo sacs, zygotes andembryos at various stages of development, etc.

The invention also relates to processed maize products particularlyproducts resulting from wet or dry milling of maize grains including,without being limited thereto, grinded grains, flour, oil cake,fermented products, etc, further to kernels or grains to be used inanimal feed formulations processed through, for example, kernel crackingor steam flaking.

In one embodiment, the invention relates to a method of producing aplant according to the present invention and as disclosed herein beforecomprising the steps of

-   i) crossing two or more parent plants which have a genetic    background capable of contributing to the development of a plant    according to the invention and as described herein before,    particularly crossing two parent plants which comprise a favourable    set of QTLs, in particular parent plants which comprise a plurality    of most favorable alleles at the marker loci linked to the    corresponding QTLs such as, for example, parent plants which have a    genetic background as represented by maize inbred lines M3047/1    (NCIMB 41459) and M304712 (NCIMB 41460), or an ancestor or    progenitor plant thereof,-   ii) screening the progeny of the cross made in i) for a plant which    has in its genome a combined set of most favourable alleles at a    corresponding set of QTLs from the parent plants, with each QTL    being genetically-linked to at least one marker locus, particularly    a marker locus identified in Tables A-G, wherein said set of QTLs    comprises at least 10, particularly at least 15, more particularly    at least 20, even more particularly at least 25, but especially at    least 30 and up to 37 different QTLs, wherein each allele at the    corresponding QTL is defined by at least one marker allele at said    at least one marker locus linked to the QTL by    -   1. identifying the at least one marker locus in a PCR reaction        using a pair of PCR oligonucleotide primers consisting of a        forward primer and a reverse primer exhibiting a nucleotide        sequence as given in SEQ ID NO: 1-82 shown in Table A-G, and    -   2. identifying the marker allele by determining the molecular        weight of the

PCR amplification product obtained in step 1.

-   iii) selecting a plant with the desired profile,

In one embodiment, the invention relates to a method of producing aplant according to the present invention and as disclosed herein beforecomprising the steps of

-   i) crossing two or more parent plants which have a genetic    background capable of contributing to the development of a plant    according to the invention and as described herein before,    particularly crossing two parent plants which comprise a    predetermined set of QTLs, in particular parent plants which    comprise a plurality of most favorable alleles at the marker loci    linked to said plurality of QTLs such as, for example, parent plants    which have a genetic background as represented by maize inbred lines    M3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460), or an ancestor or    progenitor plant thereof,-   ii) screening the progeny of the cross made in i) for a plant which    has in its genome a combined set of most favourable alleles at a    corresponding set of QTLs from the parent plants, with each QTL    being genetically-linked to at least one marker locus, particularly    a marker locus identified in Tables A-G, wherein said set of QTLs    comprises at least 10, particularly at least 15, more particularly    at least 20, even more particularly at least 25, but especially at    least 30 and up to 37 different QTLs, wherein each allele at the    corresponding QTL is defined by at least one marker allele at said    at least one marker locus linked to the QTL by    -   1.) obtaining plant material from a progeny plant and extracting        DNA from said material;    -   2.) analyzing the DNA sample obtained in step 1) to determine        the allelic variants present at at least 10, particularly at at        least 15, more particularly at at least 20, even more        particularly at at least 25, but especially at at least 30, and        up to 37 marker loci genetically linked to a corresponding QTL        contributing to a phenotypic trait selected from the group of        grain yield, grain moisture at harvest, early and late root        lodging, stalk lodging, common smut incidence, fusarium ear rot        incidence, sulcotrione resistance, and tassel architecture,        particularly a marker locus identified in Tables A-G, by        -   a) identifying the marker loci in a PCR reaction using a            pair of PCR oligonucleotide primers consisting of a forward            primer and a reverse primer exhibiting a nucleotide sequence            as given in SEQ ID NO: 1-82 shown in Table A-G, particularly            the entire set of primer pairs as given in SEQ ID NO: 1-82;        -   b) identifying the marker allele by determining the            molecular weight and/or the nucleotide sequences of the PCR            amplification products obtained in step a);        -   c) comparing the molecular weights and/or the nucleotide            sequences of the PCR amplification products determined            according to step b) with the molecular weights and/or the            nucleotide sequences of the corresponding PCR amplification            products obtained from inbred lines M3047/1 (NCIMB 41459)            and M3047/2 (NCIMB 41460) in a PCR reaction with the            identical set of primer pairs used in step a) and            identifying those PCR products with essentially identical            molecular weights and/or nucleotide sequences;-   iii) identifying and selecting a plant or plants with the desired    profile using the data of the marker analysis, in particular a plant    or plants comprising a plurality of most favorable alleles at the    marker loci linked to said predetermined set of QTLs.

In one embodiment, the invention relates to a method of producing aplant according to the invention and as described herein beforecomprising the steps of

-   -   a) crossing two or more parent plants at least one of which is a        plant comprising a plurality of most favorable alleles at the        marker loci linked to a plurality of corresponding QTLs        contributing to grain yield or grain moisture at harvest as        disclosed herein before, or a combination thereof;    -   b) screening the progeny of the cross made in a) for a plant        which has in its genome the entire set of most favourable        alleles at the corresponding set of at least 10, particularly of        at least 11, particularly of at least 12, particularly of at        least 13, but especially of at least 14 QTLs contributing to the        phenotypic trait of grain yield as shown in Table A or a plant        which has in its genome the entire set of most favourable        alleles at the corresponding set of at least 9 QTLs,        particularly of at least 10 QTLs, but especially of at least 11        QTLs contributing to the phenotypic trait of grain moisture at        harvest as shown in Table B; or a plant which has in its genome        a combination of both sets of most favourable alleles, by        -   i. obtaining plant material from a progeny plant and            extracting DNA from said material;        -   ii. analyzing the DNA sample obtained in step i) to            determine the allelic variants present at the marker loci            genetically linked to the corresponding QTLs by using a set            of markers according to the invention and as described            herein before in a PCR amplification reaction;        -   iii. identifying the marker allele by determining the            molecular weight and/or the nucleotide sequences of the PCR            amplification products obtained in step ii)    -   c) comparing the molecular weights and/or the nucleotide        sequences of the PCR amplification products determined according        to step iii) with the molecular weights and/or the nucleotide        sequences of the corresponding PCR amplification products        obtained from inbred lines M3047/1 (NCIMB 41459) and M3047/2        (NUMB 41460) in a PCR reaction with the identical set of primer        pairs used in step ii) and identifying those PCR products with        essentially identical molecular weights and/or nucleotide        sequences;    -   d) identifying and selecting a plant or plants with the desired        profile using the data of the marker analysis.

In one embodiment, the invention relates to a method as described hereinbefore, wherein in step a) one of the parent plants is a plant, whichhas a genetic background as represented by maize inbred line M3047/1(NCIMB 41459) or M3047/2 (NCIMB 41460).

In one embodiment, the invention relates to a method as described hereinbefore, wherein both parent plants used in the cross of step a) areinbreds, particularly inbreds, which have a genetic background asrepresented by maize inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460).

In one embodiment, the invention relates to a method as described hereinbefore, wherein the parent plants used in the cross of step a) areinbred lines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460).

In one embodiment, the invention relates to a method as described hereinbefore, wherein the parental genotypes are used in the cross of step a)which are from the hard flint heterotic group and provide a good generalcombining activity.

In particular, the invention relates to a method as described hereinbefore, wherein at least one of the parent plants used in the cross ofstep a) is an inbred line, which has a genetic background, particularlyat the QTL for grain yield and/or grain moisture, as represented bymaize inbred line NPNW0351 deposited under accession number NCIMB 41578and as shown in Table J.

In one embodiment, the invention relates to a method as described hereinbefore, wherein at least one of the parent plants used in the cross ofstep a) is an inbred, which has a genetic background, particularly atthe QTL for grain yield and/or grain moisture, as represented by maizeinbred line NP1941, deposited under accession number NCIMB 41576 and asshown in Table J.

In one embodiment, the invention relates to a method as described hereinbefore, wherein at least one of the parent plants used in the cross ofstep a) is an inbred, which has a genetic background, particularly atthe QTL for grain yield and/or grain moisture, as represented by maizeinbred NP1902 deposited under accession number NCIMB 41577 and as shownin Table J.

In one embodiment of the invention, the above inbred lines are used asthe male or female parent.

In a specific embodiment of the invention, the above inbred lines areused as the male parent.

In one embodiment, the method according to the invention and asdescribed herein is used for producing hybrids.

In one embodiment, the invention relates to a hybrid produced by such amethod particularly to a single cross F1 hybrid.

In one embodiment, the hybrid produced according the invention and asdescribed herein has genetic superiority for a broad range ofenvironmental conditions or geographical areas. In particular, thehybrid according to the invention show genetic superiority in terms ofthe combined traits of silage yield and dry matter content.

In particular, the invention relates to a method wherein at least one ofthe parental plants has a genome comprising a sub-set of alleles whichare associated with a corresponding sub-set of QTLs genetically-linkedto a marker locus which can be identified in a PCR reaction using a pairof PCR oligonucleotide primers consisting of a forward primer and areverse primer exhibiting a nucleotide sequence as given in SEQ ID NO:1-82 shown in Table A-G, wherein said sub-set of QTLs comprises at leasttwo QTLs, particularly at least 5, more particularly at least 10, evenmore particularly at least 15, but especially 20 and up to 30-37 QTLscontributing to a phenotypic trait selected from the group of grainyield, grain moisture at harvest, early and late root lodging, stalklodging, common smut incidence, fusarium ear rot incidence, sulcotrioneresistance, and tassel architecture.

In a specific embodiment, the invention relates to a method wherein atleast one of the parental plants has a genome comprising a sub-set ofalleles which are associated with a corresponding sub-set of QTLsgenetically-linked to a marker locus which can be identified in a PCRreaction using a pair of PCR oligonucleotide primers consisting of aforward primer and a reverse primer exhibiting a nucleotide sequence asgiven in SEQ ID NO: 9, 10, 13, 14, 17-20, 25-30, 35, 36, 41, 42, 47-52,59-66, 69, 70 and 73-78 shown in Table A, wherein said sub-set of QTLscomprises at least 5 particularly at least 8, more particularly at least10, even more particularly at least 14, different QTLs contributing tothe phenotypic trait of grain yield, which QTLs are mapping to loci onchromosomes 1, 2, 4, 5, and 7.

In another specific embodiment, the invention relates to a methodwherein at least one of the parental plants has a genome comprising asub-set of alleles which are associated with a corresponding sub-set ofQTLs genetically-linked to as given in SEQ ID NO: 3-6, 9, 10, 13, 14,21-24, 29-34, 37-40, 43, 44, 53, 54, 57, 58 and 65-72 shown in Table B,wherein said sub-set of QTLs comprises at least 5 particularly at least7, more particularly at least 9, even more particularly at least 11,different QTLs contributing to the phenotypic trait of grain moisture atharvest, which QTLs are mapping to loci on chromosomes 1, 2, 3, 4, 5, 7and 8.

In still another specific embodiment, the invention relates to a methodwherein at least one of the parental plants has a genome comprising asub-set of alleles which are associated with a corresponding sub-set ofQTLs genetically-linked to as given in SEQ ID NO: 3, 4, 27, 28, 45-48,59 and 60 shown in Table C, wherein said sub-set of QTLs comprises atleast 1, particularly at least 2, more particularly at least 3, butespecially at least 4 different QTLs contributing to the phenotypictrait of early and late root lodging/stalk lodging, which QTLs aremapping to loci on chromosomes 1, and 5.

In still another specific embodiment, the invention relates to a methodwherein at least one of the parental plants has a genome comprising asub-set of alleles which are associated with a corresponding sub-set ofQTLs genetically-linked to as given in SEQ ID NO: 7, 8, 11, 12, 31, 32,39, 40, 55, 56, 81 and 82 shown in Table E, wherein said sub-set of QTLscomprises at least 1, particularly at least 2, more particularly atleast 3, but especially at least 4 different QTLs contributing to thephenotypic trait of tassel architecture, which QTLs are mapping to locion chromosomes 3, 6, 7 and 9.

In still another specific embodiment, the invention relates to a methodwherein at least one of the parental plants has a genome comprising asub-set of alleles which are associated with a corresponding sub-set ofQTLs genetically-linked to as given in SEQ ID NO: 11 and 12 shown inTable 0, as given in SEQ ID NO: 7, 8, 43, 44, 81 and 82 shown in Table Fand as given in SEQ ID NO 1, 2, 15, 16, 79 and 80 shown in Table G,wherein said sub-set of QTLs comprises at least 1, particularly at least2, more particularly at least 4 different QTLs contributing to thephenotypic trait of fungal resistance or incidence selected from thegroup consisting of sulcotrione resistance, fusarium ear rot incidenceand common smut incidence, which QTLs are mapping to loci on chromosomes3, 5 and 9.

In one embodiment, the invention relates to a method wherein at leastone of the parental plants has a genome comprising any one of thesub-sets of alleles at a corresponding set of QTLs as defined hereinbefore.

In a specific embodiment, the invention relates to a method forproducing a hybrid maize plant according to the present invention and asdisclosed herein before comprising the steps of

-   i) crossing an inbred plant according to the invention and as    disclosed herein before with a maize inbred line exhibiting    desirable properties which take effect through phenotypically    detectable traits to produce a segregating population of plants,-   ii) screening the plants within this segregating population for the    presence of a plant which has in its genome a set of alleles at a    corresponding set of QTLs, with each QTL being genetically-linked to    at least one marker locus, wherein said set of QTLs comprises at    least 10, particularly at least 15, more particularly at least 20,    even more particularly at least 25, but especially at least 30 and    up to 37 different QTLs, wherein each allele at the corresponding    QTL is defined by at least one marker allele at said at least one    marker locus linked to the QTL by    -   a. identifying the at least one marker locus in a PCR reaction        using a pair of PCR oligonucleotide primers consisting of a        forward primer and a reverse primer exhibiting a nucleotide        sequence as given in SEQ ID NO: 1-82 shown in Table A-G, and    -   b. identifying the marker allele by determining the molecular        weight of the PCR amplification product obtained in step a).-   iii) selecting hybrid plants from the segregating population with    the QTL profile indicated step ii) above.

In one embodiment, the invention relates to a method for producing ahybrid maize plant as described herein before, wherein the parentalgenotypes are used in the cross of step a) which are from the hard flintheterotic group and provide a good general combining activity.

In particular, the invention relates to a method for producing a hybridmaize plant as described herein before, wherein at least one of theparent plants used in the cross of step a) is an inbred line, which hasa genetic background, particularly at the QTL for grain yield and/orgrain moisture, as represented by maize inbred line NPNW0351 depositedunder accession number NCIMB 41578 and as shown in Table J.

In one embodiment, the invention relates to a method for producing ahybrid maize plant as described herein before, wherein at least one ofthe parent plants used in the cross of step a) is an inbred, which has agenetic background, particularly at the QTL for grain yield and/or grainmoisture, as represented by maize inbred line NP1941, deposited underaccession number NCIMB 41576 and as shown in Table J.

In one embodiment, the invention relates to a method for producing ahybrid maize plant as described herein before, wherein at least one ofthe parent plants used in the cross of step a) is an inbred, which has agenetic background, particularly at the QTL for grain yield and/or grainmoisture, as represented by maize inbred NP1902 deposited underaccession number NCIMB 41577 and as shown in Table J.

In one embodiment of the invention, the above inbred lines are used asthe male or female parent.

In a specific embodiment of the invention, the above inbred lines areused as the male parent.

In one embodiment of the invention a maize inbred line selected from thegroup consisting of line NP1902 deposited under accession number NCIMB41577; line NP1941 deposited under accession number NCIMB 41576, andline NPNW0351 deposited under accession number NCIMB 41578 is used in ahybrid cross as the male and the female parent.

In one embodiment, the invention relates to a hybrid produced by such amethod particularly to a single cross F1 hybrid.

In one embodiment, the hybrid produced according the invention and asdescribed herein has genetic superiority for a broad range ofenvironmental conditions or geographical areas. In particular, thehybrid according to the invention show genetic superiority in terms ofthe combined traits of silage yield and dry matter content.

In particular, the invention relates to a single cross F₁ hybrid.

In one embodiment, the invention relates to a method of using a set ofnucleic acid markers in marker-based selection for introgressing a setof alleles which are associated to a corresponding set of QTLs intomaize germplasm lacking said set of alleles, wherein said allelescontribute to a phenotypic trait selected from the group of grain yield,grain moisture at harvest, early and late root lodging, stalk lodging,common smut incidence, fusarium ear rot incidence, sulcotrioneresistance, and tassel architecture and the nucleic acid markers areselected from the group of markers shown in Tables A-G.

In another embodiment, the invention relates to a method of using a setof nucleic acid markers in marker-based selection for introgressing aset of alleles which are associated to a corresponding set of QTLs intomaize germplasm lacking said set of alleles, wherein said allelescontribute to the phenotypic trait of grain yield, and the set ofnucleic acid markers is selected from the group of markers given in SEQID NO 9, 10, 13, 14, 17-20, 25-30, 35, 36, 41, 42, 47-52, 59-66, 69, 70and 73-78 shown in Table A, which markers are represented by apolynucleotide fragment that (i) is amplified in a PCR reactioninvolving a pair of primers consisting of a forward and a backwardprimer with a nucleotide sequence as shown in Table A and (ii) has amolecular weight or a nucleotide sequence, which is essentiallyidentical to that of a corresponding PCR amplification productobtainable from inbred lines M3047/1 (NCIMB 41459) and M304712 (NCIMB41460) in a PCR reaction with the identical primer pair.

In another embodiment, the invention relates to a method of using a setof nucleic acid markers in marker-based selection for introgressing aset of alleles which are associated to a corresponding set of QTLs intomaize germplasm lacking said set of alleles, wherein said allelescontribute to the phenotypic trait of grain moisture at harvest, and theset of nucleic acid markers is selected from the group of markers givenin SEQ ID NO 3-6, 9, 10, 13, 14, 21-24, 29-34, 37-40, 43, 44, 53, 54,57, 58 and 65-72 shown in Table B, which markers are represented by apolynucleotide fragment that (i) is amplified in a PCR reactioninvolving a pair of primers consisting of a forward and a backwardprimer with a nucleotide sequence as shown in Table B and (ii) has amolecular weight or a nucleotide sequence, which is essentiallyidentical to that of a corresponding PCR amplification productobtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB41460) in a PCR reaction with the identical primer pair.

In another embodiment, the invention relates to a method of using a setof nucleic acid markers in marker-based selection for introgressing aset of alleles which are associated to a corresponding set of QTLs intomaize germplasm lacking said set of alleles, wherein said allelescontribute to the phenotypic trait of early and late root lodging, stalklodging, and the defined set of nucleic acid markers is selected fromthe group of markers given in SEQ ID NO: 3, 4, 27, 28, 45-48, 59 and 60shown in Table C, which markers are represented by a polynucleotidefragment that (i) is amplified in a PCR reaction involving a pair ofprimers consisting of a forward and a backward primer with a nucleotidesequence as shown in Table C and (ii) has a molecular weight or anucleotide sequence, which is essentially identical to that of acorresponding PCR amplification product obtainable from inbred linesM3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction withthe identical primer pair.

In another embodiment, the invention relates to a method of using a setof nucleic acid markers in marker-based selection for introgressing aset of alleles which are associated to a corresponding set of QTLs intomaize germplasm lacking said set of alleles, wherein said allelescontribute to the phenotypic trait of tassel architecture, and thedefined set of nucleic acid markers is selected from the group ofmarkers as given in SEQ ID NO: 7, 8, 11, 12, 31, 32, 39, 40, 55, 56, 81and 82 shown in Table E, which markers are represented by apolynucleotide fragment that (i) is amplified in a PCR reactioninvolving a pair of primers consisting of a forward and a backwardprimer with a nucleotide sequence as shown in Table E and (ii) has amolecular weight or a nucleotide sequence, which is essentiallyidentical to that of a corresponding PCR amplification productobtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB41460) in a PCR reaction with the identical primer pair.

In another embodiment, the invention relates to a method of using a setof nucleic acid markers in marker-based selection for introgressing aset of alleles which are associated to a corresponding set of QTLs intomaize germplasm lacking said set of alleles, wherein said allelescontribute to the phenotypic trait of fungal resistance or incidenceselected from the group consisting of sulcotrione resistance, fusariumear rot incidence and common smut incidence, and the defined set ofnucleic acid markers is selected from the group of markers given in SEQID NO: 11 and 12 shown in Table D, given in SEQ ID NO: 7, 8, 43, 44, 81and 82 shown in Table F, and given in SEQ ID NO: 1, 2, 15, 16, 79 and 80shown in Table G, respectively, which markers are represented by apolynucleotide fragment that (i) is amplified in a PCR reactioninvolving a pair of primers consisting of a forward and a backwardprimer with a nucleotide sequence as shown in Table D, F and G,respectively, and (ii) has a molecular weight or a nucleotide sequence,which is essentially identical to that of a corresponding PCRamplification product obtainable from inbred lines M3047/1 (NCIMB 41459)and M3047/2 (NCIMB 41460) in a PCR reaction with the identical primerpair,

In particular, the invention relates to a method of using one of thesets of nucleic acid markers defined herein before, particularly a setof markers which can be chosen from Tables A-G and compiled such thatthey are capable of detecting any one of the different sub-groups ofalleles identified herein before in marker-based selection forintrogressing said sub-set of alleles which are associated to acorresponding set of QTLs into maize germplasm lacking said sub-set ofalleles.

In another embodiment of the invention, the maize plant according to theinvention can be used as a breeding partner in a breeding program fordeveloping new plant lines with favorable properties. One or more of theother breeding partners may be obtained from an established breedingpopulation produced and/or used as parents in a breeding program; e.g.,a commercial breeding program. The members of the established breedingpopulation are typically well-characterized genetically and/orphenotypically. For example, several phenotypic traits of interest mighthave been evaluated, e.g., under different environmental conditions, atmultiple locations, and/or at different times. Alternatively or inaddition, one or more genetic loci associated with expression of thephenotypic traits might have been identified and one or more of themembers of the breeding population might have been genotyped withrespect to the one or more genetic loci as well as with respect to oneor more genetic markers that are associated with the one or more geneticloci.

In one embodiment, the invention relates to a method of identifying amaize plant according to the invention and as described herein beforecomprising a favorable set of QTLs, in particular a maize plant whichcomprises a plurality of most favorable alleles at the marker locilinked to said QTLs, which method comprises the following steps:

-   i) obtaining plant material from a plant or a plant population to be    tested and extracting DNA from said material;-   ii) analyzing the DNA sample obtained in step i) to determine the    allelic variants present at at least 1, particularly at at least 5,    more particularly at at least 15, even more particularly at at least    20, but especially at at least 25 and up to 30-40 marker loci    genetically linked to a corresponding QTL contributing to a    phenotypic trait selected from the group of grain yield, grain    moisture at harvest, early and late root lodging, stalk lodging,    common smut incidence, fusarium ear rot incidence, sulcotrione    resistance, and tassel architecture, particularly a marker locus    identified in Tables A-G, by    -   a) identifying the at least one marker locus in a PCR reaction        using a pair of PCR oligonucleotide primers consisting of a        forward primer and a reverse primer exhibiting a nucleotide        sequence as given in SEQ ID NO: 1-82 shown in Table A-G,        particularly the entire set of primer pairs as given in SEQ ID        NO 1-82;    -   b) identifying the marker allele by determining the molecular        weight and/or the nucleotide sequences of the PCR amplification        products obtained in step 1;-   iii) comparing the molecular weights and/or the nucleotide sequences    of the PCR amplification products determined according to step b)    with the molecular weights and/or the nucleotide sequences of the    corresponding PCR amplification products obtained from inbred lines    M3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460) in a PCR reaction    with the identical set of primer pairs used in step a) and    identifying those PCR products with essentially identical molecular    weights and/or nucleotide sequences;-   iv) identifying and selecting a plant or plants with the desired    profile using the data of the marker analysis, in particular a plant    or plants comprising a plurality of most favorable alleles at the    marker loci linked to said predetermined set of QTLs.

In another embodiment of the invention, DNA samples from maize plants ofdifferent genetic backgrounds other than inbred lines M304711 (NCIMB41459) and M3047/2 (NCIMB 41460), are obtained and tested for thepresence or absence of amplified DNA obtained in PCR amplification usingprimer pairs as indicated in Tables A-G, exhibiting a nucleotidesequence as given in SEQ ID NO: 1-82. Using breeding techniques known tothose persons skilled in the art, plants of different maize geneticbackgrounds other than from inbred lines M3047/1 (NCIMB 41459) andM3047/2 (NCIMB 41460), are the source for a set of alleles at acorresponding set of QTLs each of which contribute to a phenotypic traitof economic importance as disclosed and described herein before, wherein

-   -   a) each QTL is genetically linked to at least one marker locus,        which can be identified by a pair of PCR oligonucleotide primers        consisting of a forward primer and a reverse primer exhibiting a        nucleotide sequence as given in SEQ ID NO: 1-82 shown in Tables        A-G; and    -   b) each allele at the corresponding OIL is defined by at least        one marker allele at said at least one marker locus linked to        the QTL, which marker allele is characterized by the PCR        amplification product of the respective oligonucleotide primer        pair given in Tables A-G, which amplification product is        essentially identical to the corresponding amplification product        of the favourable allele as indicated in Tables A-G obtainable        from inbred lines M3047/1 (NCIMB 41459) and M3047/2        (NCIMB 41460) in a PCR reaction with the identical primer pair;        and wherein said set of QTLs comprises at least 10, particularly        at least 15, more particularly at least 20, even more        particularly at least 25, but especially at least 30 and up to        37 different QTLs.

In a specific embodiment of the invention, the set of alleles obtainedfrom maize plants of different genetic backgrounds can be introgressedinto parental material according to marker assisted breeding techniquesknown to those skilled in the art. By way of example only,marker-assisted backcrossing (MABC) uses DNA markers to enable breedersto identify source material progeny that contain the desired recombinantchromosomes and donor-parent genome (Fehr 1987). Marker-assistedbackcross protocols have been described by Ragot et al. (1995).

Various other methods of using markers for selecting QTLs associatedwith desirable traits are known to those persons skilled in the art. Forexample, methods of “forward breeding” with DNA markers have also beenproposed and implemented by maize breeding programs. The key advantagesof present-day recurrent selection methods are the availability ofgenetic data for all progeny at each generation of selection, theintegration of genotypic and phenotypic data and the rapid cycling ofgenerations of selection and information-directed matings at off-seasonnurseries.

Two distinct forms of forward breeding with MAS have been described,single large-scale marker-assisted selection (SLS-MAS) (Ribaut andBetran 1999) and marker-assisted recurrent selection (MARS) (Edwards andJohnson 1994; Lee 1995; Stam 1995, van Berloo and Stam 1998).

Marker assisted recurrent selection (MARS) targets all traits ofimportance in a breeding program and for which genetic information canbe obtained. Genetic information is usually obtained from QTL analysesperformed on experimental populations and comes in the form of maps ofQTL's with their corresponding effects. The assumption, here, is thatthe goal is to obtain individuals with as many accumulated favorablealleles as possible (Gallais et al. 1997; Gimelfarb and Lande 1994;Lande and Thompson 1990; Moreau et al. 1998; Xie and Xu 1998). Thisbreeding scheme could involve several successive generations of crossingindividuals (Peleman and Van Der Voort 2003; Stam 1995) and wouldtherefore constitute what is referred to as marker-assisted recurrentselection (MARS) or genotype construction. This idea can be extended tosituations where favorable alleles come from more than two parents(Peleman and Van Der Voort 2003; Stem 1995).

According to the invention, marker-based and phenotypic selection can bemobilized in many different ways, with respect to each other, inmarker-assisted-based breeding schemes. Marker assisted breeding and/orphenotypic selection can be used either simultaneously or sequentiallyto select from maize plants of diverse genetic backgrounds, not inbredlines M3047/1 (NCIMB 41459) and M3047/2 (NCIMB 41460), one or morealleles from a set of alleles at a corresponding set of QTLs each ofwhich contribute to a phenotypic trait of economic importance, wherein

-   -   a) each QTL is genetically linked to at least one marker locus,        which can be identified by a pair of PCR oligonucleotide primers        consisting of a forward primer and a reverse primer exhibiting a        nucleotide sequence as given in SEQ ID NO: 1-82 shown in Tables        A-G, and    -   b) each allele at the corresponding QTL is defined by at least        one marker allele at said at least one marker locus linked to        the QTL, which marker allele is characterized by the PCR        amplification product of the respective oligonucleotide primer        pair given in Tables A-G, which amplification product is        essentially identical to the corresponding amplification product        of the favourable allele as indicated in Tables A-G obtainable        from inbred lines M3047/1 (NCIMB 41459) and M3047/2        (NCIMB 41460) in a PCR reaction with the identical primer pair;        and wherein        said set of QTLs comprises at least 10, particularly at least        15, more particularly at least 20, even more particularly at        least 25, but especially at least 30 and up to 37 different        QTLs.

One further method, that can be used for producing a plant according tothe invention and as described herein before, is disclosed in co-pendingEP application 07290060.8 filed Jan. 17, 2007, the disclosure of whichis incorporated herein by reference in its entirety.

Plants according to the invention and disclosed herein before containinga nuclear genome comprising a set of alleles at a corresponding set ofQTLs each of which contribute to a phenotypic trait of economicimportance selected from the group of grain yield, grain moisture atharvest, early and late root lodging, stalk lodging, common smutincidence, fusarium ear rot incidence, sulcotrione resistance, andtassel architecture, can be obtained by a method comprising the steps of

-   i) crossing two or more parent plants which have a genetic    background capable of contributing to the development of a plant    according to the invention and as described herein before,    particularly crossing two parent plants which have a genetic    background as represented by maize inbred lines M3047/1    (NCIMB 41459) and M3047/2 (NCIMB 41460), or an ancestor or    progenitor plant thereof,-   ii.) screening for a plant which has in its genome a set of alleles    at a corresponding set of QTLs, with each QTL being    genetically-linked to at least one marker locus, wherein said set of    QTLs comprises at least 10, particularly at least 15, more    particularly at least 20, even more particularly at least 25, but    especially at least 30 and up to 37 different QTLs, wherein each    allele at the corresponding QTL is defined by at least one marker    allele at said at least one marker locus linked to the QTL by    -   1. identifying the at least one marker locus in a PCR reaction        using a pair of PCR oligonucleotide primers consisting of a        forward primer and a reverse primer exhibiting a nucleotide        sequence as given in SEQ ID NO 1-82 shown in Table A-G, and    -   2. identifying the marker allele by determining the molecular        weight and/or the nucleotide sequence of the PCR amplification        product obtained in step 1.-   iii) selecting a plant with the desired profile.

In particular, the invention relates to a method wherein at least one ofthe parental plants has a genome comprising a sub-set of alleles at acorresponding sub-set of QTLs genetically-linked to marker loci whichcan be identified in a PCR reaction using a pair of PCR oligonucleotideprimers consisting of a forward primer and a reverse primer exhibiting anucleotide sequence as given in SEQ ID NO: 1-82 shown in Table A-G,wherein said sub-set of QTLs comprises at least two QTLs, particularlyat least 5, more particularly at least 10, even more particularly atleast 15, but especially 20 and up to 30-37 QTLs contributing to aphenotypic trait selected from the group of grain yield, grain moistureat harvest, early and late root lodging, stalk lodging, common smutincidence, fusarium ear rot incidence, sulcotrione resistance, andtassel architecture.

Plants according to the invention may be obtained by crossing two ormore parental genotypes, each of which may have a sub-set of alleles ata corresponding sub-set of QTLs, which sub-set of alleles is lacking inthe other parental genotype or which complements the other genotype toobtain a plant according to the invention and as described hereinbefore. If the two original parental genotypes do not provide the entireset of alleles, other sources can be included in the breedingpopulation.

In a specific embodiment of the invention, the parental genotypes arefrom the hard flint heterotic group, but particularly consist of maizeinbred lines having the invention relevant properties of inbred linesM3047/1 and M3047/2, respectively, particularly a mutually complementaryset of alleles according to the invention. Seed samples of inbred linesM3047/1 and M3047/2 have been deposited with NCIMB under Accessionnumber NCIMB 41459 and NCIMB 41460.

These parental genotypes may be crossed with one another to produceprogeny seed. The parental genotypes may be inbred lines developed byselfing selected heterozygous plants from fields with uncontrolled oropen pollination and employing recurrent selection procedures. Superiorplants are selfed and selected in successive generations. In thesucceeding generations the heterozygous condition gives way tohomogeneous lines as a result of self-pollination and selection. Withsuccessive generations of inbreeding, the plant becomes more and morehomozygous and uniform within the progeny plants. Typically, five toseven or more generations (F1 to F2, F3 to F4, F4 to F5) of selfing andpedigree selection may be practiced to obtain inbred lines that areuniform in plant and seed characteristics and that will remain uniformunder continued self-fertilization.

During inbreeding, many undesirable recessive alleles at heterozygousloci will be replaced by dominant alleles and the recessive alleleseliminated from the progeny. Moreover, through marker-based selectionthe number of favorable alleles within the defined set of allelesaccording to the present invention can be maximized in that the moreunfavorable alleles are identified and successively replaced by the morefavorable alleles finally resulting in a plant containing the mostpreferred allele at each of the pre-determined loci within the plantgenome.

QTLs are characterized by their position on the genetic map, and theiradditive and dominance effects. Positions are defined as geneticdistances between the most likely position of the QTLs (usually theposition of the peak LOD score value) and flanking marker loci (incentimorgans). Additive and dominance effects are defined as deviationsfrom the mean and are expressed in the same unit as the trait they referto. Additive values define which of the parental lines carries thefavorable allele at the QTL.

The origin (type) of a favorable allele can be determined at each QTL bythe sign of the effect of the QTL (positive or negative) and thedesirability of the trait. This allows identifying favorable alleles ateach linked marker. This information can then be used to selectindividuals during the marker-based selection process in order tomaximize the number of favorable alleles present in one individual.

For example, in case of a bi-parental cross of inbred lines,particularly of inbred lines having a mutually complementary set ofalleles according to the invention such as, for example, inbred linesM3047/2 (NCIMB 41460) and M3047/1 (NCIMB 41459), additive valuesrepresent the effect an allele of one of the parental lines, which isthe reference line, for example the M3047/2 (NCIMB 41460) allele,whether positive or negative. For a trait such as grain yield where thedesired effect is a higher value of the trait, a positive additive valuemeans that the reference line, for example line M3047/2 (NCIMB 41460),carries the favorable allele while a negative additive value means thatthe other parental line, for example M3047/1 (NCIMB 41459), carries thefavorable allele. This allows identifying favorable alleles at eachlinked marker. These are presented in Tables A-G.

Selection in the early phases of inbred development is based largely onphenotypic characteristics that can be determined visually and arerelated to key performance indices such as, for example, plant vigor,lodging resistance, seed yield and quality, insect and fungalincidences, which are relevant for the susceptibility of the plant to beutilized in commercial hybrid production.

In one embodiment of the invention, grain yield, grain moisture atharvest, early root lodging, stalk lodging, common smut incidence,sulcotrione resistance, fusarium ear rot incidence and tasselarchitecture are recorded in phenotypic evaluation.

In the more advanced generations, particularly in the F3 to F6, moreparticularly the F4 generation, marker-based selection is appliedfollowed by a phenotypic selection to identify those individuals whereall of the invention relevant loci described herein before havehomozygous favorable genotypes.

There are several types of molecular markers that may be used inmarker-based selection including restriction fragment lengthpolymorphism (RFLP), random amplification of polymorphic DNA (RAPD),amplified restriction fragment length polymorphism (AFLP), singlesequence repeats (SSR) and single nucleotide polymorphisms SNPs.

RFLP involves the use of restriction enzymes to cut chromosomal DNA atspecific short restriction sites, polymorphisms result from duplicationsor deletions between the sites or mutations at the restriction sites.

RAPD utilizes low stringency polymerase chain reaction (PCR)amplification with single primers of arbitrary sequence to generatestrain-specific arrays of anonymous DNA fragments. The method requiresonly tiny DNA samples and analyses a large number of polymorphic loci.

AFLP requires digestion of cellular DNA with a restriction enzyme beforeusing PCR and selective nucleotides in the primers to amplify specificfragments. With this method up to 100 polymorphic loci can be measuredand only relatively small DNA sample are required for each test.

SSR analysis is based on DNA micro-satellites (short-repeat) sequencesthat are widely dispersed throughout the genome of eukaryotes, which areselectively amplified to detect variations in simple sequence repeats.Only tiny DNA samples are required for an SSR analysis. SNPs use PCRextension assays that efficiently pick up point mutations. The procedurerequires little DNA per sample. One or two of the above methods may beused in a typical marker-based selection breeding programme.

The most preferred method of achieving such amplification of nucleotidefragments that span a polymorphic region of the plant genome employs thepolymerase chain reaction (“PCR”) (Mullis et al, Cold Spring HarborSymp. Quant. Biol. 51:263 273 (1986)), using primer pairs involving abackward primer and a forward primer that are capable of hybridizing tothe proximal sequences that define a polymorphism in its double-strandedform.

Alternative methods may be employed to amplify such fragments, such asthe “Ligase Chain Reaction” (“LCR”) (Barany, Proc. Natl. Acad. Sci.(U.S.A.) 88:189 193 (1991)), which uses two pairs of oligonucleotideprobes to exponentially amplify a specific target. The sequences of eachpair of oligonucleotides are selected to permit the pair to hybridize toabutting sequences of the same strand of the target. Such hybridizationforms a substrate for a template-dependent ligase. As with PCR, theresulting products thus serve as a template in subsequent cycles and anexponential amplification of the desired sequence is obtained.

LCR can be performed with oligonucleotides having the proximal anddistal sequences of the same strand of a polymorphic site. In oneembodiment, either oligonucleotide will be designed to include theactual polymorphic site of the polymorphism. In such an embodiment, thereaction conditions are selected such that the oligonucleotides can beligated together only if the target molecule either contains or lacksthe specific nucleotide that is complementary to the polymorphic sitepresent on the oligonucleotide.

Alternatively, the oligonucleotides may be selected such that they donot include the polymorphic site (see, Segev, PCT Application WO90/01069).

A further method that may alternatively be employed is the“Oligonucleotide Ligation Assay” (“OLA”) (Landegren et al., Science241:1077 1080 (1988)). The OLA protocol uses two oligonucleotides thatare designed to be capable of hybridizing to abutting sequences of asingle strand of a target. OLA, like LCR, is particularly suited for thedetection of point mutations. Unlike LCR, however, OLA results in“linear” rather than exponential amplification of the target sequence.

Nickerson et al. have described a nucleic acid detection assay thatcombines attributes of PCR and OLA (Nickerson et al., Proc. Natl. Acad.Sci. (U.S.A.) 87:8923 8927 (1990)), In this method, PCR is used toachieve the exponential amplification of target DNA, which is thendetected using OLA. In addition to requiring multiple, and separate,processing steps, one problem associated with such combinations is thatthey inherit all of the problems associated with PCR and OLA.

Schemes based on ligation of two (or more) oligonucleotides in thepresence of a nucleic acid having the sequence of the resulting“di-oligonucleotide,” thereby amplifying the di-oligonucleotide, arealso known (Wu et al., Genomics 4:560 569 (1989)), and may be readilyadapted to the purposes of the present invention.

In one embodiment, a molecular marker is a DNA fragment amplified byPCR, e.g. a SSR marker or a RAPDS marker. In one embodiment, thepresence or absence of an amplified DNA fragment is indicative of thepresence or absence of the trait itself or of a particular allele of thetrait. In one embodiment, a difference in the length of an amplified DNAfragment is indicative of the presence of a particular allele of atrait, and thus enables to distinguish between different alleles of atrait.

In a specific embodiment of the invention simple sequence repeat (SSR)markers are used to identify invention-relevant alleles in the parentplants and/or the ancestors thereof, as well as in the progeny plantsresulting from a cross of said parent plants. Simple sequence repeatsare short, repeated DNA sequences and present in the genomes of alleukaryotes and consists of several to over a hundred repeats of a 1-4nucleotide motifs. Since the number of SSRs present at a particularlocation in the genome often differs among plants, SSRs can be analyzedto determine the absence or presence of specific alleles.

In one aspect, the invention relates to a marker or a set of two or moremarkers and up to 41 markers comprising a pair of PCR oligonucleotideprimers consisting of a forward primer and a reverse primer exhibiting anucleotide sequence as given in SEQ ID NO: 1-82 shown in Tables A-G,which primers lead to an amplification product in a PCR reactionexhibiting a molecular weight or a nucleotide sequence, which isessentially identical to that of a corresponding PCR amplificationproduct obtainable from inbred lines M3047/1 (NCIMB 41459) and M3047/2(NCIMB 41460) in a PCR reaction with the identical primer pair.

In a first step, DNA samples are obtained from suitable plant materialsuch as leaf tissue by extracting DNA using known techniques. Primersthat flank a region containing SSRs within the invention-relevant QTLsdisclosed herein before are then used to amplify the DNA sample usingthe polymerase chain reaction (PCR) method well-known to those skilledin the art.

Basically, the method of PCR amplification involves use of a pair ofprimers comprising two short oligonucleotide primer sequences flankingthe DNA segment to be amplified. Repeated cycles of heating anddenaturation of the DNA are followed by annealing of the primers totheir complementary sequences at low temperatures, and extension of theannealed primers with DNA polymerase. The primers hybridize to oppositestrands of the DNA target sequences. Hybridization refers to annealingof complementary DNA strands, where complementary refers to the sequenceof the nucleotides such that the nucleotides of one strand can bond withthe nucleotides on the opposite strand to form double strandedstructures. The primers are oriented so that DNA synthesis by thepolymerase proceeds bidirectionally across the nucleotide sequencebetween the primers. This procedure effectively doubles the amount ofthat DNA segment in one cycle. Because the PCR products arecomplementary to, and capable of binding to, the primers, eachsuccessive cycle doubles the amount of DNA synthesized in the previouscycle. The result of this procedure is exponential accumulation of aspecific target fragment, that is approximately 2<n>, where n is thenumber of cycles.

Through PCR amplification millions of copies of the DNA segment flankedby the primers are made. Differences in the number of repeated sequencesbetween the flanking primers in different alleles are reflected inlength variations of the amplified DNA fragments. These variations canbe detected by electrophoretically separating the amplified DNAfragments on gels. By analyzing the gel it can be determined whether theplant contains the desired allele in a homozygous or heterozygous stateor whether the desired allele is absent from the plant genome.

Marker analysis can be done early in plant development using DNA samplesextracted from leaf tissue of very young plants. This allows to identifyplants with a desirable genetic make-up early in the breeding cycle andto discard plants that do not contain the desired, invention-relevantalleles prior to pollination thus reducing the size of the breedingpopulation.

Further, by using molecular markers, a distinction can be made betweenhomozygous recessive plants that carry two copies of the desired,invention-relevant allele and heterozygous plants that carry only onecopy,

In one embodiment of the invention, the marker loci can be identified bya pair of PCR oligonucleotide primers consisting of a forward primer anda reverse primer exhibiting a nucleotide sequences as given in SEQ IDNO: 1-82 shown in Tables A-G or the nucleic acid complements thesequences given in SEQ ID NO: 1-82, or fragments thereof, includingoligonucleotide primers consisting of a forward primer and a reverseprimer exhibiting a nucleotide sequences that share between 90% and 99%,particularly between 95% and 98% sequence identity with the nucleotidesequences given in SEQ ID NO 1-82.

Further can be used within the scope of the invention oligonucleotideprimers consisting of a forward primer and a reverse primer exhibiting anucleotide sequences that hybridize to the nucleotide sequences of theforward and reverse primer sequences given in SEQ ID NO: 1-82 shown inTables A-G under high stringency conditions.

In particular, the hybridization reaction is carried out under highstringency conditions at which 5× SSPE, 1% SDS, 1× Denhardts solution isused as a solution and/or hybridization temperatures are between 35° C.and 70° C., and up to 72° C., preferably 65° C. After hybridization,washing is particularly carried out first with 2×SSC, 1% SDS andsubsequently with 0.2×SSC at temperatures between 35° C. and 70° C., andup to 72° C., particularly at 65° C. (regarding the definition of SSPE,SSC and Denhardts solution see Sambrook et al, loc. cit.).

Alternative markers can be developed and used to identify and selectplants with an allele or a set of alleles of a quantitative trait locusaccording to the present invention and as disclosed herein before.

For example, the nucleotide sequence of the amplification productobtained in PCR amplification using the primer pairs as indicated inTables A-G, exhibiting a nucleotide sequence as given in SEQ ID NO:1-82, can be obtained by those skilled in the art and new primers orprimer pairs designed based on the newly determined nucleotide sequenceof the PCR amplification product.

To determine the utility of the inbred line and its potential togenetically contribute to the hybrid progeny a test-cross is made withanother inbred line, particularly an inbred line from a differentheterotic group, and the resulting progeny phenotypically evaluated.Traits that may be recorded commonly involve traits that are related toplant vigor and productiveness including grain yield, grain moisture atharvest, early and late root lodging, stalk lodging, common smutincidence, fusarium ear rot incidence, sulcotrione resistance, andtassel architecture, but particularly grain yield, grain moisture atharvest, late root lodging, and stalk lodging.

In a specific embodiment of the invention, a plant according to theinvention and as disclosed herein before is produced through abi-parental cross of inbred lines, particularly of inbred lines havingthe invention relevant alleles of lines M3047/2 (NCIMB 41460) andM3047/1 (NCIMB 41459). F₁ kernels are harvested and replanted. Theresulting F₁ plants are grown to maturity and self-fertilized to produceF₂ seed.

A defined and limited number of F₂ kernels, particularly between 200 and1000, more particularly between 300 and 600, but especially 500, arereplanted. The resulting F₂ plants are again grown to maturity andself-fertilized to produce F₃ seed.

After that a commonly-used generation advancement procedure may beapplied such as that known as single kernel descent (SKD). In thisprocedure, only one F₃ kernel is harvested on each F₂ plant. The F₃kernels harvested are planted, and the resulting F₃ plantsself-fertilized to produce F₄ seed. All F₄ kernels produced on each F₃plant are harvested, keeping all F₄ kernels harvested separated by F₃plant of origin, and thereby constituting F₄ families.

Plants from each F₄ family are then grown. A part of the resultingplants is used later to collect leaf tissue used for DNA extraction andgenotyping. Another part of said plants is crossed to a tester plant,particularly a maize inbred line from a different heterotic group thanthat of the two parental inbred lines, particularly an inbred line fromthe lodent heterotic group such as, for example, FSII434, F₄ plants arede-tasseled and thereby used as females, while the tester is used as themale to pollinate all F₄ plants. Testcross seed was harvested,maintaining the family structure.

Testcross seed from the F₄ families are planted and evaluated in thefield preferably under different growing and climatic conditions.Several other hybrids, used as checks, may also be planted in the sametrials.

Traits recorded include grain yield, grain moisture at harvest, earlyand late root lodging, stalk lodging, common smut incidence, fusariumear rot incidence, sulcotrione resistance, and tassel architecture.Grain yield, grain moisture at harvest, late root lodging, and stalklodging were recorded on testcross plots, particularly early rootlodging, stalk lodging, common smut incidence, sulcotrione resistance,and tassel architecture. Fusarium ear rot incidence was recorded both ontestcross plots and F₄ plots.

A subset of QTLs is selected from all QTLs identified. The position ofthese QTLs relative to neighboring markers, along with their effects andfavorable alleles are represented in Tables 1 to 8. These QTLs are theselection targets used to develop new lines.

For genotyping and QTL mapping DNA is extracted from suitable plantmaterial such as, for example, leaf tissue. In particular, bulks ofleaves of a plurality of plants are collected for each F₄ family, DNAsamples are genotyped using a plurality of polymorphic SSR's coveringthe entire maize genome, particularly between 80 and 250, particularlybetween 90 and 200, more particularly between 100 and 150, butespecially 112 SSRs.

A molecular marker map can be constructed using the commonly usedsoftware such as, for example, Mapmaker and Joinmap. This molecularmarker map had a total length of 2,187 centimorgans (cM), with a markerdensity of one marker every 19.5 cM.

Joint-analysis of genotypic and phenotypic data can be performed usingstandard software such as, for example, the software QTLCartographer andPlabQTL. One hundred and thirty QTLs are identified, for all traits. Inparticular, 23 QTLs are identified for grain yield, and 40 for grainmoisture. QTLs are characterized by their position on the genetic map,and their additive and dominance effects. Positions are defined as agenetic distances between the most likely position of the QTLs (usuallythe position of the peak LOD score value) and flanking marker loci (incentimorgans). Additive and dominance effects are defined as deviationsfrom the mean and are expressed in the same unit as the trait they referto. Additive values define which of the two parental lines carries thefavorable allele at the QTL. In a specific embodiment of the invention,additive values represent the effect of the M3047/2 (NCIMB 41460)allele, whether positive or negative. For a trait such as grain yieldwhere the desired effect is a higher value of the trait, a positiveadditive value means that M3047/2 (NCIMB 41460) carries the favorableallele while a negative additive value means that M3047/1 (NCIMB 41459)carries the favorable allele.

Starting with F₄ individuals resulting from the initial cross betweeninbred lines exhibiting the unique QTL profile according to theinvention, but particularly inbred lines M3047/1 (NCIMB 41459) andM3047/2 (NCIMB 41460), marker-based selection is applied followed byphenotypic selection. Several inbred lines may be developed for whichall of the above loci have homozygous favorable genotypes. These inbredlines can the be subjected to a testcrossing procedure where the arecrossed with several tester plants and tested in the field underdifferent climatic and environmental conditions for their agronomicperformance, and compared with other hybrids.

The most desirable hybrids are those which show high grain yield and lowgrain moisture at harvest.

Plant introductions and germplasm can be screened for the alleles at thecorresponding QTLs disclosed in Tables 1 to 8 based on the nucleotidesequence of the marker at the marker locus linked to said QTL and themolecular weight of allele using one or more of techniques disclosedherein or known to those skilled in the art.

FIGURES

FIG. 1.

Agronomic performance of marker-based-selection-derived material of thepresent invention, compared to reference material. The figure showsgrain yield (in quintals per hectare) and grain moisture at harvest ofhybrids made from four marker-based-selection-derived lines according tothe present invention and containing the QTL complement as disclosedherein before, ILD01, ILD02, ILD06, and ILD07, crossed onto threetesters, TSTR01, TSTR04, and TSTR06, and grown at 8 locations in Francein 2006. The results shown are the averages over all 8 locations. Thefigure also shows performance of reference (check) hybrids. Checkhybrids are represented by black diamonds.Marker-based-selection-derived hybrids are represented by white squares,The most desirable hybrids are those which show high grain yield and lowgrain moisture at harvest, therefore positioned in the upper left cornerof the figure. Most of the hybrids in this area of the figure are madefrom marker-based-selection-derived lines.

Methods for determining agronomic performance of the material to betested, particularly method for measuring yield and dry matter contentsof maize grain are following standard protocols known to those skilledin the art and described, for example, in the Arvalis Quality Manual,which is obtainable from Arvalis, Institut du végétal(http://www.arvalisinstitutduvegetal.fr/fr/).

DEPOSITS

A representative sample of seeds of maize inbred line M3047/1 has beendeposited under the provisions of the Budapest treaty with NCIMB,Aberdeen, AB21 9YA, Scotland on Jan. 15, 2007 under Accession numberNCIMB 41459.

A representative sample of seeds of maize inbred line M3047/2 has beendeposited under the provisions of the Budapest treaty with NCIMB,Aberdeen, AB21 9YA, Scotland on Jan. 15, 2007 under Accession numberNCIMB 41460.

EXAMPLES

Identification and use of QTL to derive superior inbred lines andhybrids

Example 1 Plant Material and Breeding History

Parental material consisted of two maize inbred lines: M3047/1 (NCIMB41459) and M3047/2 (NCIMB 41460), both from the hard flint heteroticgroup.

These lines were crossed with one another to produce F₁ seed.

F₁ kernels were planted and the resulting F₁ plants were self-fertilizedto produce F₂ seed.

About 500 F₂ kernels were planted. The resulting F₂ plants wereself-fertilized to produce F₃ seed.

One and only one F₃ kernel was harvested on each F₂ plant, acommonly-used generation advancement procedure known as single kerneldescent (SKD). The almost 500 F₃ kernels so harvested were planted, andthe resulting F₃ plants self-fertilized to produce F₄ seed. All F₄kernels produced on each F₃ plant were harvested, keeping all F₄ kernelsharvested separated by F₃ plant of origin, and thereby constituting F₄families.

About 10 kernels from each F₄ family were planted to collect leaf tissuelater used for DNA extraction and genotyping.

About 25 kernels from 260 unselected F₄ families were planted in anisolated field to be crossed to a tester (a maize inbred line from adifferent heterotic group than that of the two parental inbred lines ofthe project): FSII434, from the lodent heterotic group. F₄ plants werede-tasseled and thereby used as females, while the tester was used asthe male to pollinate all F₄ plants. Testcross seed was harvested,maintaining the family structure.

Example 2 Phenotypic Evaluations

Testcross seed from 260 F₄ families was planted at 6 field locations in1998, in two-row plots. The experimental design was a lattice designwith one replication. Several other hybrids, used as checks, were alsoplanted in the same trials.

Seed from the same 260 F₄ families was also planted at two fieldlocations in 1998, in one-row plots. Several inbred lines, used aschecks, were also planted at the same location.

Traits recorded included grain yield, grain moisture at harvest, earlyvigor, male and female flowering dates, early and late root lodging,stalk lodging, common smut incidence, fusarium ear rot incidence,sulcotrione resistance, and tassel architecture. Grain yield, grainmoisture at harvest, late root lodging, and stalk lodging were recordedon testcross plots. Early vigor, male and female flowering dates, earlyroot lodging, stalk lodging, common smut incidence, sulcotrioneresistance, and tassel architecture were recorded on F₄ plots. Fusariumear rot incidence was recorded both on testcross plots and F₄ plots.

Example 3 Genotyping and QTL Mapping

DNA was extracted from bulks of leaves of about 10 F₄ plants for each F₄family. DNA samples were genotyped using 112 polymorphic SSR's coveringthe entire maize genome. Several hundred SSR's had been previously runon the two parents of this segregating population, M3047/1 (NCIMB 41459)and M3047/2 (NCIMB 41460), in order to identify the polymorphic ones.The molecular marker genotypes obtained from analyses of F₄ DNA bulksrepresented the genotypes of the F₃ plants from which F₄ families hadbeen derived.

A molecular marker map was constructed using the commonly used softwareMapmaker and Joinmap. This molecular marker map had a total length of2,187 centimorgans (cM), with a marker density of one marker every 19.5cM.

Joint-analysis of genotypic and phenotypic data was performed using thesoftware QTLCartographer and PlabQTL. One hundred and thirty QTLs wereidentified, for all traits. In particular, 23 QTLs were identified forgrain yield, and 40 for grain moisture. QTLs are characterized by theirposition on the genetic map, and their additive and dominance effects.Positions are defined as a genetic distances between the most likelyposition of the QTL (usually the position of the peak LOD score value)and flanking marker loci (in centimorgans). Additive and dominanceeffects are defined as deviations from the mean and are expressed in thesame unit as the trait they refer to. Additive values define which ofthe two parental lines carries the favorable allele at the QTL. In thiscase additive values represent the effect of the M3047/2 (NCIMB 41460)allele, whether positive or negative. For a trait such as grain yieldwhere the desired effect is a higher value of the trait, a positiveadditive value means that M3047/2 (NCIMB 41460) carries the favorableallele while a negative additive value means that M3047/1 (NCIMB 41459)carries the favorable allele.

Example 4 Marker-Based Selection

A subset of QCTLs was selected from all QTLs identified. The position ofthese QTLs relative to neighboring markers, along with their effects andfavorable alleles, are represented in Tables 1 to 8. These QTLs were theselection targets used to develop new lines.

TABLE 1 QTLs for grain yield and linked markers. Each grain yield QTL isassigned an arbitrary number. The following information is given foreach QTL: the chromosome on which it is located, its most significantposition on that chromosome, the beginning and end of its confidenceinterval, its effect (additive value) as characterized by the differencebetween the effect of the allele from M3047/2 (NCIMB 41460) and that ofthe allele from M3047/1 (NCIMB 41459), and markers linked to the QTL(and therefore diagnostic of the allele present at the QTL). Forinstance, the first QTL for grain yield is located on chromosome 1 witha most likely position at 115.6 cM but a confidence interval rangingfrom 110.6 cM to 120.6 cM. The effect of the QTL is 1.94, which meansthat the allele M3047/2 (NCIMB 41460) increase grain yield by 1.94%,compared to the allele from M3047/1 (NCIMB 41459). In this case thefavorable allele comes from M3047/2 (NCIMB 41460). Grain Map QTL QTLEffect Yield Position Begin End (Add QTL # Chromosome (cM) (cM) (cM)Value) Linked Markers 1 1 115.6 110.6 120.6 1.94 M59/60-2 M77/78-2 2 1127.9 123.9 134.9 7.63 M77/78-2 M27/28-2 3 1 156.8 147.8 165.7 9.32M47/48-2 M75/76-2 4 1 260.8 258.8 265.8 1.68 M65/66-2 M9/10-2 5 2 52.750.7 61.7 −6.05 M69/70-1 M13/14-1 6 2 165.2 160.2 169.7 −1.94 M73/74-1M25/26-1 7 4 165.3 160.3 170.3 −2.51 M35/36-1 M63/64-1 8 4 185.3 180.3200.3 −2.11 M35/36-1 M63/64-1 9 4 207.3 202.3 212.3 −2.83 M35/36-1M63/64-1 10 5 42.9 37.9 47.9 −1.91 M41/42-1 M49/50-1 11 5 54.4 49.4 61.9−2.03 M40/50-1 M61/62-1 12 5 218.8 209.8 220.4 −2.36 M17/18-1 M51/52-113 5 230.4 225.4 234.0 −1.66 M51/52-1 M19/20-1 14 7 137.3 132.3 141.9−9.07 M29/30-1

TABLE 2 QTLs for grain moisture at harvest and linked markers. Eachgrain yield QTL is assigned an arbitrary number. The followinginformation is given for each QTL: the chromosome on which it islocated, its most significant position on that chromosome, the beginningand end of its confidence interval, its effect (additive value), andmarkers linked to the QTL (and therefore diagnostic of the allelepresent at the QTL). Grain Map QTL QTL Effect Moisture Position BeginEnd (Add QTL # Chromosome (cM) (cM) (cM) Value) Linked Markers 1 1 51.946.9 62.6 −0.28 M23/24-2 M3/4-2 2 1 257.5 252.5 271.8 −0.28 M65/66-2M9/10-2 3 2 52.7 50.7 61.7 0.31 M69/70-1 M13/14-1 4 2 225.5 221.5 230.50.18 M71/72-1 M53/54-1 5 2 252.5 237.5 254.5 0.25 M53/54-1 M57/58-1 6 3185.7 180.7 190.7 −0.28 M43/44-2 7 4 99.4 94.4 104.4 0.19 M5/6-1M37/38-1 8 5 180.7 175.7 185.7 0.26 M21/22-1 M33/34-1 9 7 81.0 64.0 92.00.34 M31/32-1 M39/40-1 10 7 141.3 136.3 141.9 0.21 M29/30-1 11 8 62.853.8 67.8 −0.28 M67/68-2

TABLE 3 QTLs for root and stalk lodging and linked markers. Each grainyield QTL is assigned an arbitrary number. The following information isgiven for each QTL: the chromosome on which it is located, its mostsignificant position on that chromosome, the beginning and end of itsconfidence interval, its effect (additive value), and markers linked tothe QTL (and therefore diagnostic of the allele present at the QTL).Root/Stalk Map QTL QTL Effect Lodging Position Begin End (Add QTL #Chromosome (cM) (cM) (cM) Value) Linked Markers 1 1 73.7 68.7 77.6 −6.70M3/4-2 M59/60-2 2 1 142.8 137.8 147.8 −2.53 M27/28-2 M47/48-2 3 1 224.6219.6 229.6 2.74 M45/46-1

TABLE 4 QTLs for common smut incidence and linked markers. Each grainyield QTL is assigned an arbitrary number. The following information isgiven for each QTL: the chromosome on which it is located, its mostsignificant position on that chromosome, the beginning and end of itsconfidence interval, its effect (additive value), and markers linked tothe QTL (and therefore diagnostic of the allele present at the QTL).Common Smut Map QTL QTL Effect Incidence Position Begin End (Add QTL #Chromosome (cM) (cM) (cM) Value) Linked Markers 1 3 79.0 74.0 84.0 1.00M11/12-1

TABLE 5 QTLs for tassel architecture and linked markers. Each grainyield QTL is assigned an arbitrary number. The following information isgiven for each QTL: the chromosome on which it is located, its mostsignificant position on that chromosome, the begining and end of itsconfidence interval, its effect (additive value), and markers linked tothe QTL (and therefore diagnostic of the allele present at the QTL).Tassel Map QTL QTL Effect Architecture Position Begin End (Add QTL #Chromosome (cM) (cM) (cM) Value) Linked Markers 1 3 78.3 73.3 83.3 −0.42M11/12-1 2 6 199.1 195.1 204.1 −0.47 M55/56-1 3 7 85.0 80.0 90.0 −0.41M31/32-1 M39/40-1 4 9 10.0 5.0 15.0 −0.36 M81/82-1 M7/8-1

TABLE 6 QTLs for sulcotrione resistance and linked markers. Each grainyield QTL is assigned an arbitrary number. The following information isgiven for each QTL: the chromosome on which it is located, its mostsignificant position on that chromosome, the beginning and end of itsconfidence interval, its effect (additive value), and markers linked tothe QTL (and therefore diagnostic of the allele present at the QTL).Sulcotrione Map QTL QTL Effect Resistance Position Begin End (Add QTL #Chromosome (cM) (cM) (cM) Value) Linked Markers 1 3 187.7 182.7 192.7−0.38 M43/44-2 2 9 35.7 30.7 40.7 0.35 M81/82-1 M7/8-1

TABLE 7 QTLs for fusarium ear rot incidence and linked markers. Eachgrain yield QTL is assigned an arbitrary number. The followinginformation is given for each QTL: the chromosome on which it islocated, its most significant position on that chromosome, the beginningand end of its confidence interval, its effect (additive value), andmarkers linked to the QTL (and therefore diagnostic of the allelepresent at the QTL). Fusarium Ear Map QTL QTL Effect Rot IncidencePosition Begin End (Add QTL # Chromosome (cM) (cM) (cM) Value) LinkedMarkers 1 5 122.1 117.1 127.1 1.76 M1/2-1 M79/80-1 2 5 140.6 135.6 145.60.54 M79/80-1 M15/16-1

The origin (type) of favorable allele was determined at each QTL by thesign of the effect of the QTL. (positive or negative) and thedesirability of the trait. This allowed to identify favorable alleles ateach linked marker. These are presented in Tables A-G. This informationwas used to select individuals during the marker-based selectionprocess, the objective of which is to maximize the number of favorablealleles present in one individual.

Example 5 Performance of Marker-Based-Selection-Derived Material

Marker-based selection followed by phenotypic selection was conductedstarting with F₄ individuals from the cross between inbred lines M3047/1(NUMB 41459) and M3047/2 (NUMB 41460). Several inbred lines weredeveloped for which all of the above loci have homozygous favorablegenotypes. These inbred lines were testcrossed to several testers,tested in the field for their agronomic performance, and compared withother hybrids. Results from four inbred lines, ILD01, ILD02, ILD06, andILD07 are presented in FIG. 1 Field testing was conducted at 8 locationsin France in 2006. The allelic composition of these four lines atmarkers flanking QTLs is that presented in Table 8 above.

Example 6 Example Protocol for Determination of Allele Characteristics(Size) Using Agarose

3 μl of DNA (concentration of 2 ng/μl) is distributed in 384-wellplates.

3 μl of “PCR mix” is also added to the wells. The composition of the“PCR mix” is as described I the following table:

Ingredient Concentration Product Reference PCR Buffer 1 x Invitrogen PCRBuffer/ ref10966083 MgCl2 1.65 mM dNTP 62.5 μM each Taq Polymerase 0.033U/μl Invitrogen platinium Taq/ ref10966083 Primers (Forward, Reverse)412 nM each

PCR amplification is conducted with thermocycler GeneAmp PCR System 9700from Applied Biosystems and comprises the following steps:

2 minutes at 94° C.

40 cycles of 15 seconds at 94° C. followed by 45 seconds at 59° C.

2 minutes at 72° C.

PCR amplification products are separated on agarose gels using highresolution agarose at a concentration of 3% in TBE (tris-borate EDTA)1×. Agarose is purchased from Invitrogen (Agarose 100, reference 10975).Electrophoresis is conducted at 400 volts during 1 hour.

PCR amplification products are revealed after migration using ethidiumbromide and viewing under UV light.

Example 7 Example Protocol for Determination of Allele Characteristics(Molecular Weight) Using a Sequencer

5 μl of DNA (concentration of 2 ng/μl) is distributed in 384-wellplates.

5 μl of “PCR mix” is also added to the wells. The composition of the“PCR mix” is as described I the following table:

Ingredient Concentration Product Reference PCR Buffer 1 x Invitrogen PCRBuffer/ ref10966083 Mgcl2 1.65 mM dNTP 0.2 mM each Taq Polymerase 0.033U/μl Invitrogen platinium Taq/ ref10966083 Primers (Forward M13) 800 nMPrimers (Reverse) 600 nM Fluorescent M13 Probe 600 nM

PCR amplification is conducted with thermocycler GeneAmp PCR System 9700from Applied Biosystems and comprises the following steps:

2 minutes at 94° C.

40 cycles of 15 seconds at 94° C. followed by 45 seconds at 59° C.

2 minutes at 72° C.

PCR amplification products are first denatured with formamide during 3minutes at 96° C. before being separated on a sequencer AbiPrism 3700from Applied Biosystems. Migration in the sequencer takes place incapillaries filled with polymer POP6 (purchased from Applied Biosystems.reference 4311320) and TBE 1X.

Molecular weights of the PCR amplification fragments are determinedusing software Genescan and Genotyper.

TABLE 8 Molecular weight (in base pairs) of PCR amplification productsof favorable alleles at molecular markers linked to QTLs. LinkedFavorable Molecular Weight Marker Allele (bp) M1/2-1 M3047/1 175 M3/4-2M3047/2 70 M5/6-1 M3047/1 250 M7/8-1 M3047/1 100 M9/10-2 M3047/2 70M11/12-1 M3047/1 100 M13/14-1 M3047/1 350 M15/16-1 M3047/1 90 M17/18-1M3047/1 100 M19/20-1 M3047/1 100 M21/22-1 M3047/1 150 M23/24-2 M3047/2M25/26-1 M3047/1 125 M27/28-2 M3047/2 350 M29/30-1 M3047/1 225 M31/32-1M3047/1 160 M33/34-1 M3047/1 225 M35/36-1 M3047/1 215 M37/38-1 M3047/1205 M39/40-1 M3047/1 125 M41/42-1 M3047/1 225 M43/44-2 M3047/2 155M45/46-1 M3047/1 185 M47/48-2 M3047/2 130 M40/50-1 M3047/1 120 M51/52-1M3047/1 240 M53/54-1 M3047/1 90 M55/56-1 M3047/1 110 M57/58-1 M3047/1125 M59/60-2 M3047/2 120 M61/62-1 M3047/1 160 M63/64-1 M3047/1 160M65/66-2 M3047/2 200 M67/68-2 M3047/2 250 M69/70-1 M3047/1 175 M73/74-1M3047/1 135 M75/76-2 M3047/2 170 M77/78-2 M3047/2 85 M79/80-1 M3047/1220 M81/82-1 M3047/1 105

Molecular weights indicated here are the result of onw PCR amplificationfollowed by migration on an agarose gel according to the above protocol.

These molecular weights are thus estimates of the exact molecularweights and variation around the values indicated here are likely to beobserved if the agarose migration were to be repeated.

Example 8 Allelic QTL Composition of Lines NPNW0351 (NCIMB 41578);NP1902 (NCIMB 41577); NP1941 (NCIMB 41576)

NPNW0351 (NCIMB 41578): NP1902 (NCIMB 41577); NP1941 (NCIMB 41576) arethree sister lines coming from the same breeding project involvingparent lines M3047/1 and M3047/2 as described in Example 1.

As is shown in Table J, the 3 lines contain a QTL composition accordingto the invention in that two of the lines (NP1902 and NP1941) have thefavourable allele at 13 of the 14 QTLs for grain yield. Line NPNW0351has the favourable allele at all 14 QTLs for grain yield.

It is further shown in Table J that line NPNW0351 has the favourableallele at 9 of the QTLs for grain moisture; line NP1902 has thefavourable allele at 9 QTLs; and line NP1941 has the favourable alleleat 10 QTLs (not fixed at QTL n°10).

TABLE A QTLs for Grain Yield, Favorable Alleles and linked Markers Fl R1  Grain Primer Primer Yield Chromo- Favor- Sequence  Sequence QTL someable Linked ID ID   # # Allele Marker F1 Primer Number R1 Primer Number 1 1 M3047/2 M59/60-2 CCCAGCGCATGTCAACTCT SEQ.ID. CCCCGGTAATTCAGTGGATASEQ.ID. NO: 59 NO: 60  1 1 M3047/2 M77/78-2 TTGCACCCCGTTATTATCCTACAGSEQ.ID. CCAGACTAGAGTGCCATGATCCTT SEQ.ID. NO: 77 NO: 78  2 1 M3047/2M77/78-2 TTGCACCCCGTTATTATCCTACAG SEQ.ID. CCAGACTAGAGTGCCATGATCCTTSEQ.ID. NO: 77 NO: 78  2 1 M3047/2 M27/28-2 TTCACCGCCTCACATGAC SEQ.ID.GCAACGCTAGCTAGCTTTG SEQ.ID. NO: 27 NO: 28  3 1 M3047/2 M47/48-2CAGAAGGGGAGGAGGGATAC SEQ.ID. ATTATGCTCAAGCACAGGGC SEQ.ID. NO: 47 NO: 48 3 1 M3047/2 M75/76-2 ATATCTTCTTCTTGTCCTCCG SEQ.ID. CATCCCCTTATCCCTCCSEQ.ID. NO: 75 NO: 76  4 1 M3047/2 M65/66-2 ACAGCACTGGGAACCAAAAC SEQ.ID.ATCCCCTCTTCCATCTCTGC SEQ.ID. NO: 65 NO: 66  4 1 M3047/2 M9/10-2CCGAATTGAAATAGCTGCGAGAACCT SEQ.ID. ACAATGAACGGTGGTTATCAACACGC SEQ.ID.NO: 9 NO: 10  5 2 M3047/1 M69/70-1 TTACGGTACCAATTCGCTCC SEQ.ID.GACGACGCCATTTTCTGATT SEQ.ID. NO: 69 NO: 70  5 2 M3047/1 M13/14-1CTGCTCTCACTGAGCTTGATGGAAAGG SEQ.ID. TGCAAATCAATGGCAAGGGACCTCGTAGTTSEQ.ID. NO: 13 NO: 14  6 2 M3047/1 M73/74-1 TCGTCGTCTCCAATCATACGTGSEQ.ID. GCTACACGATACCATGGCGTTT SEQ.ID. NO: 73 NO: 74  6 2 M3047/1M25/26-1 GGGAGTATGGTAGGGAACCC SEQ.ID. AAACCCTTGGAGCATACCCT SEQ.ID.NO: 25 NO: 26  7 4 M3047/1 M35/36-1 CGTTACCCATTCCTGCTACG SEQ.ID.CTTGCTCGTTTCCATTCCAT SEQ.ID. NO: 35 NO: 36  7 4 M3047/1 M63/64-1ACCGGAACAGACGAGCTCTA SEQ.ID. GTCCTGCAAAGCAACCTAGC SEQ.ID. NO: 63 NO: 64 8 4 M3047/1 M35/36-1 CGTTACCCATTCCTGCTACG SEQ.ID. CTTGCTCGTTTCCATTCCATSEQ.ID. NO: 35 NO: 36  8 4 M3047/1 M63/64-1 ACCGGAACAGACGAGCTCTA SEQ.ID.GTCCTGCAAAGCAACCTAGC SEQ.ID. NO: 63 NO: 64  9 4 M3047/1 M35/36-1CGTTACCCATTCCTGCTACG SEQ.ID. CTTGCTCGTTTCCATTCCAT SEQ.ID. NO: 35 NO: 36 9 4 M3047/1 M63/64-1 ACCGGAACAGACGAGCTCTA SEQ.ID. GTCCTGCAAAGCAACCTAGCSEQ.ID. NO: 63 NO: 64 10 5 M3047/1 M41/42-1 TTTTCTTTCAAAAATATTCAGAAGCSEQ.ID. GCAGGATTTCATCGGTTGTT SEQ.ID. NO: 41 NO: 42 10 5 M3047/1 M49/50-1AACCAAGGTTCTTGGAGGCT SEQ.ID. ACCATTGTATTTTCCTAGAGAATCG SEQ.ID. NO: 49NO: 50 11 5 M3047/1 M40/50-1 AACCAAGGTTCTTGGAGGCT SEQ.ID.ACCATTGTATTTTCCTAGAGAATCG SEQ.ID. NO: 49 NO: 50 11 5 M3047/1 M61/62-1TGCTCTCACAAGATGGTGGA SEQ.ID. CCACAGGATAAAATCGGCTG SEQ.ID. NO: 61 NO: 6212 5 M3047/1 M17/18-1 CTTCCAGCCGCAACCCTC SEQ.ID. CCAACAACGCGGACGTGASEQ.ID. NO: 17 NO: 18 12 5 M3047/1 M51/52-1 TAATCTTGGGGGGTTTAGGG SEQ.ID.GACATGTCCCATTCCCATTC SEQ.ID. NO: 51 NO: 52 13 5 M3047/1 M51/52-1TAATCTTGGGGGGTTTAGGG SEQ.ID. GACATGTCCCATTCCCATTC SEQ.ID. NO: 51 NO: 5213 5 M3047/1 M19/20-1 GGTCACCCTCCCTTTGCAG SEQ.ID. ATTGCCTACACAGTTTGATTGGSEQ.ID. NO: 19 NO: 20 14 7 M3047/1 M29/30-1 TTCCAGTAAGGGAGGTGCTG SEQ.ID.TAAGCAACATATAGCCGGGC SEQ.ID. NO: 29 NO: 30

TABLE BQTLs for Grain Moisture at Harvest, Favorable Alleles and Linked MarkersGrain F1 R1 Moisture Primer Primer at Chromo- Favor- Sequence SequenceHarvest some able Linked ID ID QTL # # Allele Marker F1 Primer NumberR1 Primer Number  1 1 M3047/2 M23/ GATGCAATAAAGGTTGCCGT SEQ.ID.ATGTGCTGTGCCTGCCTC SEQ.ID. 24-2 NO: 23 NO: 24  1 1 M3047/2 M3/TGACGGACGTGGATCGCTTC SEQ.ID. AGCAGGCAGCAGGTCAGC SEQ.ID. 4-2 AC NO: 3AGCG NO: 4  2 1 M3047/2 M65/ ACAGCACTGGGAACCAAAAC SEQ.ID.ATCCCCTCTTCCATCTCT SEQ.ID. 66-2 NO: 65 GC NO: 66  2 1 M3047/2 M9/CCGAATTGAAATAGCTGCGA SEQ.ID. ACAATGAACGGTGGTTAT SEQ.ID. 10-2 GAACCTNO: 9 CAACACGC NO: 10  3 2 M3047/1 M69/ TTACGGTACCAATTCGCTCC SEQ.ID.GACGACGCCATTTTCTGA SEQ.ID. 70-1 NO: 69 TT NO: 70  3 2 M3047/1 M13/CTGCTCTCACTGAGCTTGAT SEQ.ID. TGCAAATCAATGGCAAGG SEQ.ID. 14-1 GGAAAGGNO: 13 GACCTCGTAGTT NO: 14  4 2 M3047/1 M71/ GAGAAGAGGTGGACAAACTCSEQ.ID. TGGAGGTAGAAGAGAATT SEQ.ID. 72-1 T NO: 71 GTG NO: 72  4 2 M3047/1M53/ ACGACTTTCATGCCTCGTCT SEQ.ID. ATTTCTTTTGCCACCTCA SEQ.ID. 54-1 NO: 53GC NO: 54  5 2 M3047/1 M53/ ACGACTTTCATGCCTCGTCT SEQ.ID.ATTTCTTTTGCCACCTCA SEQ.ID. 54-1 NO: 53 GC NO: 54  5 2 M3047/1 M57/ACAGCTTTAGACTTAGACCA SEQ.ID. GCACAAGCGAAGGTTTTC SEQ.ID. 58-1 CACG NO: 57TC NO: 58  6 3 M3047/2 M43/ CTGGGCAGACAGCAACAGTA SEQ.ID.AGCCAAAGACATGATGGT SEQ.ID. 44-2 NO: 43 CC NO: 44  7 4 M3047/1 M5/TAATTCCTCGCTCCCGGATT SEQ.ID. GTGCATGAGGGAGCAGCA SEQ.ID. 6-1 CAGC NO: 5GGTAGTG NO: 6  7 4 M3047/1 M37/ AGCTGATCTGCACGTTGTTG SEQ.ID.GCAGATCCACGCCATTTA SEQ.ID. 38-1 NO: 37 AA NO: 38  8 5 M3047/1 M21/GCAAACCTTGCATGAACCCG SEQ.ID. CAAGCGTCCAGCTCGATG SEQ.ID. 22-1 ATTGTNO: 21 ATTTC NO: 22  8 5 M3047/1 M33/ CAGAGTTGATGAACTGAAAA SEQ.ID.CTCTTGCTTCCCCCCTAA SEQ.ID. 34-1 AGG NO: 33 TC NO: 34  9 7 M3047/1 M31/GTGAAGAACGATGACGCAGA SEQ.ID. CAGCAACGCTCTCACATT SEQ.ID. 32-1 NO: 31 GTNO: 32  9 7 M3047/1 M39/ ACAATTCGATCGAGAGCGAG SEQ.ID. CCTTTCTTGCTGGTTCTTSEQ.ID. 40-1 NO: 39 GC NO: 40 10 7 M3047/1 M29/ TTCCAGTAAGGGAGGTGCTGSEQ.ID. TAAGCAACATATAGCCGG SEQ.ID. 30-1 NO: 29 GC NO: 30 11 8 M3047/2M67/ TTGGTGAAACGGTGAAATGA SEQ.ID. CTGGTGAGCTTCACCCTC SEQ.ID. 68-2 NO: 67TC NO: 68

TABLE CQTLs for early and late Root and Stalk Loding, Favorable Alleles and Linked MarkersRoot/ F1 Primer R1 Primer Stalk Chromo- Favor- Sequence Sequence Lodgingsome able Linked ID ID QTL # # Allele Marker F1 Primer Number R1 PrimerNumber 1 1 M3047/2 M3/4-2 TGACGGACGTGGATCGCTTCAC SEQ.ID.AGCAGGCAGCAGGTCAGCAGCG SEQ.ID. NO: 3 NO: 4 1 1 M3047/2 M59/60-2CCCAGCGCATGTCAACTCT SEQ.ID. CCCCGGTAATTCAGTGGATA SEQ.ID. NO: 59 NO: 60 21 M3047/2 M27/28-2 TTCACCGCCTCACATGAC SEQ.ID. GCAACGCTAGCTAGCTTTGSEQ.ID. NO: 27 NO: 28 2 1 M3047/2 M47/48-2 CAGAAGGGGAGGAGGGATAC SEQ.ID.ATTATGCTCAAGCACAGGGC SEQ.ID. NO: 47 NO: 48 3 1 M3047/1 M45/46-1AGGTCCTGGCACTAAGAGCA SEQ.ID. AGAGGTGGTATGATCACCTGG SEQ.ID. NO: 45 NO: 46

TABLE DQTLs for Common Smut Incidence, Favorable Alleles and Linked MarkersCommon Smut F1 Primer R1 Primer Inci- Chromo- Sequence  Sequence dencesome Favorable Linked ID ID QTL # # Allele Marker F1 Primer NumberR1 Primer Number 1 3 M3047/1 M11/12-1 TTACTCCTATCCACTGCGGCCTGGAC SEQ.ID.GCGGCATCCCGTACAGCTTCAGA SEQ.ID. NO: 11 NO: 12

TABLE EQTLs for Tassel Architecture, Favorable Alleles and Linked Markers F1 R1Tassel Primer Primer Archi- Chromo- Favor- Sequence Sequence tecturesome able Linked ID ID QTL # # Allele Marker F1 Primer Number R1 PrimerNumber 1 3 M3047/1 M11/12-1 TTACTCCTATCCACTGCGGCCTGGAC SEQ.ID.GCGGCATCCCGTACAGCTTCAGA SED.ID. NO: 11 NO: 12 2 6 M3047/1 M55/56-1TTTTCTCCTTGAGTTCGTTCG SEQ.ID. ACAGGCAGAGCTCTCACACA SEQ.ID. NO: 55 NO: 563 7 M3047/1 M31/32-1 GTGAAGAACGATGACGCAGA SEQ.ID. CAGCAACGCTCTCACATTGTSEQ.ID. NO: 31 NO: 32 3 7 M3047/1 M39/40-1 ACAATTCGATCGAGAGCGAG SEQ.ID.CCTTTCTTGCTGGTTCTTGC SEQ.ID. NO: 39 NO: 40 4 9 M3047/1 M81/82-1TGGTCTTCTTCGCCGCATTAT SEQ.ID. ATAAGCTCGTTGATCTCCTCCTCC SEQ.ID. NO: 81NO: 82 4 9 M3047/1 M718-1 GACGTAAGCCTAGCTCTGCCAT SEQ.ID.AAACAAGAACGGCGGTGCTGATTC SEQ.ID. NO: 7 NO: 8

TABLE FQTLs for Sulcotrione Resistance, Favorable Alleles and Linked MarkersF1  R1  Primer Primer Sulcotrione Chromo- Favor- Sequence SequenceResistance some able Linked ID ID QTL # # Allele Marker F1 Primer NumberR1 Primer Number 1 3 M3047/2 M43/44-2 CTGGGCAGACAGCAACAGTA SEQ.ID.AGCCAAAGACATGATGGTCC SEQ.ID. NO: 43 NO: 44 2 9 M3047/1 M81/82-1TGGTCTTCTTCGCCGCATTAT SEQ.ID. ATAAGCTCGTTGATCTCCTCCTCC SEQ.ID. NO: 81NO: 82 2 9 M3047/1 M7/8-1 GACGTAAGCCTAGCTCTGCCAT SEQ.ID.AAACAAGAACGGCGGTGCTGATTC SEQ.ID. NO: 7 NO: 8

TABLE GQTLs for Fusarium Ear Rot Incidence, Favorable Alleles and Linked MarkersFusarium F1 Primer R1 Primer Ear Rot Chromo- Favor- Sequence SequenceIncidence some able Linked ID ID QTL # # Allele Marker F1 Primer NumberR1 Primer Number 1 5 M3047/1 M1/2-1 AGAAAATGGTGAGGCAGG SEQ.ID.TATGAAATCTGCATCTAGAAATTG SEQ.ID. NO: 1 NO: 2 1 5 M3047/1 M79/80-1AGCTCGAGTACCTGCCGAG SEQ.ID. TGCATCTCTGAGACC SEQ.ID. NO: 79 NO: 80 2 5M3047/1 M79/80-1 AGCTCGAGTACCTGCCGAG SEQ.ID. TGCATCTCTGAGACC SEQ.ID.NO: 79 NO: 80 2 5 M3047/1 M15/16-1 CATGCATCAACGTAACTCCCT SEQ.ID.CATGTCACGCGTTCCACTTG SEQ.ID. NO: 15 NO: 16

TABLE H SEQ ID NOs and Nucleotide Sequence of  Forward PrimersAGAAAATGGTGAGGCAGG SEQ.ID.NO: 1 TGACGGACGTGGATCGCTTCAC SEQ.ID.NO: 3TAATTCCTCGCTCCCGGATTCAGC SEQ.ID.NO: 5 GACGTAAGCCTAGCTCTGCCATSEQ.ID.NO: 7 CCGAATTGAAATAGCTGCGAGAACCT SEQ.ID.NO: 9TTACTCCTATCCACTGCGGCCTGGAC SEQ.ID.NO: 11 CTGCTCTCACTGAGCTTGATGGAAAGGSEQ.ID.NO: 13 CATGCATCAACGTAACTCCCT SEQ.ID.NO: 15 CTTCCAGCCGCAACCCTCSEQ.ID.NO: 17 GGTCACCCTCCCTTTGCAG SEQ.ID.NO: 19GCAAACCTTGCATGAACCCGATTGT SEQ.ID.NO: 21 GATGCAATAAAGGTTGCCGTSEQ.ID.NO: 23 GGGAGTATGGTAGGGAACCC SEQ.ID.NO: 25 TTCACCGCCTCACATGACSEQ.ID.NO: 27 TTCCAGTAAGGGAGGTGCTG SEQ.ID.NO: 29 GTGAAGAACGATGACGCAGASEQ.ID.NO: 31 CAGAGTTGATGAACTGAAAAAGG SEQ.ID.NO: 33 CGTTACCCATTCCTGCTACGSEQ.ID.NO: 35 AGCTGATCTGCACGTTGTTG SEQ.ID.NO: 37 ACAATTCGATCGAGAGCGAGSEQ.ID.NO: 39 TTTTCTTTCAAAAATATTCAGAAGC SEQ.ID.NO: 41CTGGGCAGACAGCAACAGTA SEQ.ID.NO: 43 AGGTCCTGGCACTAAGAGCA SEQ.ID.NO: 45CAGAAGGGGAGGAGGGATAC SEQ.ID.NO: 47 AACCAAGGTTCTTGGAGGCT SEQ.ID.NO: 49TAATCTTGGGGGGTTTAGGG SEQ.ID.NO: 51 ACGACTTTCATGCCTCGTCT SEQ.ID.NO: 53TTTTCTCCTTGAGTTCGTTCG SEQ.ID.NO: 55 ACAGCTTTAGACTTAGACCACACGSEQ.ID.NO: 57 CCCAGCGCATGTCAACTCT SEQ.ID.NO: 59 TGCTCTCACAAGATGGTGGASEQ.ID.NO: 61 ACCGGAACAGACGAGCTCTA SEQ.ID.NO: 63 ACAGCACTGGGAACCAAAACSEQ.ID.NO: 65 TTGGTGAAACGGTGAAATGA SEQ.ID.NO: 67 TTACGGTACCAATTCGCTCCSEQ.ID.NO: 69 GAGAAGAGGTGGACAAACTCT SEQ.ID.NO: 71 TCGTCGTCTCCAATCATACGTGSEQ.ID.NO: 73 ATATCTTCTTCTTGTCCTCCG SEQ.ID.NO: 75TTGCACCCCGTTATTATCCTACAG SEQ.ID.NO: 77 AGCTCGAGTACCTGCCGAG SEQ.ID.NO: 79TGGTCTTCTTCGCCGCATTAT SEQ.ID.NO: 81

TABLE I SEQ ID NOs and Nucleotide Sequence of Reverse PrimersTATGAAATCTGCATCTAGAAATTG SEQ.ID.NO: 2 AGCAGGCAGCAGGTCAGCAGCGSEQ.ID.NO: 4 GTGCATGAGGGAGCAGCAGGTAGTG SEQ.ID.NO: 6AAACAAGAACGGCGGTGCTGATTC SEQ.ID.NO: 8 ACAATGAACGGTGGTTATCAACACGCSEQ.ID.NO: 10 GCGGCATCCCGTACAGCTTCAGA SEQ.ID.NO: 12TGCAAATCAATGGCAAGGGACCTCGTAGTT SEQ.ID.NO: 14 CATGTCACGCGTTCCACTTGSEQ.ID.NO: 16 CCAACAACGCGGACGTGA SEQ.ID.NO: 18 ATTGCCTACACAGTTTGATTGGSEQ.ID.NO: 20 CAAGCGTCCAGCTCGATGATTTC SEQ.ID.NO: 22 ATGTGCTGTGCCTGCCTCSEQ.ID.NO: 24 AAACCCTTGGAGCATACCCT SEQ.ID.NO: 26 GCAACGCTAGCTAGCTTTGSEQ.ID.NO: 28 TAAGCAACATATAGCCGGGC SEQ.ID.NO: 30 CAGCAACGCTCTCACATTGTSEQ.ID.NO: 32 CTCTTGCTTCCCCCCTAATC SEQ.ID.NO: 34 CTTGCTCGTTTCCATTCCATSEQ.ID.NO: 36 GCAGATCCACGCCATTTAAA SEQ.ID.NO: 38 CCTTTCTTGCTGGTTCTTGCSEQ.ID.NO: 40 GCAGGATTTCATCGGTTGTT SEQ.ID.NO: 42 AGCCAAAGACATGATGGTCCSEQ.ID.NO: 44 AGAGGTGGTATGATCACCTGG SEQ.ID.NO: 46 ATTATGCTCAAGCACAGGGCSEQ.ID.NO: 48 ACCATTGTATTTTCCTAGAGAATCG SEQ.ID.NO: 50GACATGTCCCATTCCCATTC SEQ.ID.NO: 52 ATTTCTTTTGCCACCTCAGC SEQ.ID.NO: 54ACAGGCAGAGCTCTCACACA SEQ.ID.NO: 56 GCACAAGCGAAGGTTTTCTC SEQ.ID.NO: 58CCCCGGTAATTCAGTGGATA SEQ.ID.NO: 60 CCACAGGATAAAATCGGCTG SEQ.ID.NO: 62GTCCTGCAAAGCAACCTAGC SEQ.ID.NO: 64 ATCCCCTCTTCCATCTCTGC SEQ.ID.NO: 66CTGGTGAGCTTCACCCTCTC SEQ.ID.NO: 68 GACGACGCCATTTTCTGATT SEQ.ID.NO: 70TGGAGGTAGAAGAGAATTGTG SEQ.ID.NO: 72 GCTACACGATACCATGGCGTTT SEQ.ID.NO: 74CATCCCCTTATCCCTCC SEQ.ID.NO: 76 CCAGACTAGAGTGCCATGATCCTT SEQ.ID.NO: 78TGCATCTCTGAGACC SEQ.ID.NO: 80 ATAAGCTCGTTGATCTCCTCCTCC SEQ.ID.NO: 82

TABLE JAllelic QTL Composition of Lines NPNW0351 (NCIMB 41578); NP1902 (NCIMB 41577); NP1941 (NCIMB 41576) Map QTL QTL Effect “Allelic QTL “Status Chromo-Position Begin End (Add  Composition”** of the some (cM) (cM) (cM)Value) Linked Markers NPNW0351 NP1902 NP1941 QTL” M3047/1 M3047/2 GrainYield QTL #  1 1 115.6 110.6 120.6 1.94 M59/60-2 M77/78-2 BB BB BB favAA BB  2 1 127.9 123.9 134.9 7.63 M77/78-2 M27/28-2 BB BB BB fav AA BB 3 1 156.8 147.8 165.7 9.32 M47/48-2 M75/76-2 BB BB BB fav AA BB  4 1260.8 258.8 265.8 1.68 M65/66-2 M9/10-2 BB BB BB fav AA BB  5 2 52.750.7 61.7 −6.05 M69/70-1 M13/14-1 AA AA AA fav AA BB  6 2 165.2 160.2169.7 −1.94 M73/74-1 M25/26-1 AA AA AA fav AA BB  7 4 165.3 160.3 170.3−2.51 M35/36-1 M63/64-1 AA AA AA fav AA BB  8 4 185.3 180.3 200.3 −2.11M35/36-1 M63/64-1 AA AA AA fav AA BB  9 4 207.3 202.3 212.3 −2.83M35/36-1 M63/64-1 AA AA AA fav AA BB 10 5 42.9 37.9 47.9 −1.91 M41/42-1M49/50-1 AA AA AA fav AA BB 11 5 54.4 49.4 61.9 −2.03 M40/50-1 M61/62-1AA AA AA fav AA BB 12 5 218.8 209.8 220.4 −2.36 M17/18-1 M51/52-1 AA AAAA fav AA BB 13 5 230.4 225.4 234.0 −1.66 M51/52-1 M19/20-1 AA AA AA favAA BB 14 7 137.3 132.3 141.9 −9.07 M29/30-1 AA AA or AA or A fav AA BBAB or AB or BB BB Grain Moisture QTL #  1 1 51.9 46.9 62.6 −0.28M23/24-2 M3/4-2 BB BB or BB B fav AA BB AB  2 1 257.5 252.5 271.8 −0.28M65/66-2 M9/10-2 BB or AB BB BB B fav AA BB  3 2 52.7 50.7 61.7 0.31M69/70-1 M13/14-1 AA AA AA fav AA BB  4 2 225.5 221.5 230.5 0.18M71/72-1 M53/54-1 AA AA AA fav AA BB  5 2 252.5 237.5 254.5 0.25M53/54-1 M57/58-1 AA AA AA fav AA BB  6 3 185.7 180.7 190.7 −0.28M43/44-2 BB BB BB fav AA BB  7 4 99.4 94.4 104.4 0.19 M5/6-1 M37/38-1 AAAA AA fav AA BB  8 5 180.7 175.7 185.7 0.26 M21/22-1 M33/34-1 AA AA AAfav AA BB  9 7 81.0 64.0 92.0 0.34 M31/32-1 M39/40-1 AA AA AA fav AA BB10 7 141.3 136.3 141.9 0.21 M29/30-1 AA AA or AA or A fav AA BB AB orAB or BB BB 11 8 62.8 53.8 67.8 −0.28 M67/68-3 AA or  BB BB B fav AA BBAB or BB **Some of the QTLs are with different possible genotypes (ex:the QTL is AA or AB or BB: it is because the two neighbouring markersdon't have the same alleles: one is AA and one is BB; so differentgenotypes are possible at the QTL)

Deposits

The following seed samples of Zea mays lines were deposited with NCIMB,Aberdeen AB21 9YA, Scotland, UK on Jan. 15, 2008 and Jul. 21, 2008,respectively, under the provisions of the Budapest Treaty:

Zea mays seed line designation Deposition date Accession No NP 1941 Jul.21, 2008 NCIMB 41576 NP1902 Jul. 21, 2008 NCIMB 41577 NPNW 0351 Jul. 21,2008 NCIMB 41578 M3047/1 Jan. 15, 2007 NCIMB 41459 M3047/2 Jan. 15, 2007NCIMB 41460

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U.S. Pat. No. 5,385,835

U.S. Pat. No. 5,492,547

U.S. Pat. No. 5,981,832

U.S. Pat. No. 6,399,855

WO 90/01069

1. A maize plant comprising a set of alleles at a corresponding set ofQTLs each of which contribute to the phenotypic trait of grain yield,which is mutually complementary to the set of alleles present in a Zeamays line selected from the group consisting of line NP1902 depositedunder accession number NCIMB 41577; line NP1941 deposited underaccession number NCIMB 41576, and line NPNW0351 deposited underaccession number NCIMB 41578, particularly a mutually complementary setof alleles as shown in Table J.
 2. A maize plant according to claim 1containing a nuclear genome comprising a set of favourable alleles at acorresponding set of at least 13 QTLs each of which contribute to thephenotypic trait of grain yield.
 3. A maize plant according to claim 2,which maize plant has the allelic QTL composition of Zea mays lineNP1902 deposited under accession number NCIMB 41577 or Zea mays lineNP1941 deposited under accession number NCIMB
 41576. 4. A maize plantaccording to claim 1 comprising the complete set of favourable allelesat the corresponding 14 QTLs.
 5. A maize plant according to claim 4,which maize plant has, with respect to grain yield, the allelic QTLcomposition of Zea mays line NPNW0351 deposited under accession numberNCIMB
 41578. 6. A maize plant comprising a set of alleles at acorresponding set of QTLs each of which contribute to the phenotypictrait of grain moisture, which is mutually complementary to the set ofalleles present in a Zea mays line selected from the group consisting ofline NP 1902 deposited under accession number NCIMB 41577; line NP1941deposited under accession number NCIMB 41576, and line NPNW0351deposited under accession number NCIMB 41578, particularly a mutuallycomplementary set of alleles as shown in Table J.
 7. A maize plantaccording to claim 6 containing a nuclear genome comprising a set offavourable alleles at a corresponding set of at least 7 QTLs each ofwhich contribute to the phenotypic trait of grain moisture at harvest.8. A maize plant according to claim 6 containing a nuclear genomecomprising a set of favourable alleles at a corresponding set of atleast 9 QTLs each of which contribute to the phenotypic trait of grainmoisture at harvest.
 9. A maize plant according to claim 8, which maizeplant has the allelic QTL composition of Zea mays line NPNW0351deposited under accession number NCIMB 41578, or Zea mays line NP1902deposited under accession number NCIMB
 41577. 10. A maize plantaccording to claim 6 containing a nuclear genome comprising a set offavourable alleles at a corresponding set of at least 10 QTLs each ofwhich contribute to the phenotypic trait of grain moisture at harvest.11. A maize plant according to claim 10, which maize plant has, withrespect to grain moisture, the allelic QTL composition of Zea mays lineNP1941, deposited under accession number NCIMB
 41576. 12. A maize plantaccording to claim 10, which maize plant has, with respect to grainyield and grain moisture, respectively, the allelic QTL composition ofZea mays line NP1902 deposited under accession number NCIMB 41577 and asshown in Table J.
 13. (canceled)
 14. A maize plant according to claim 1which plant is an inbred
 15. A maize plant according to claim 1 whichplant is a hybrid.
 16. A maize plant according to claim 15, which is asingle cross F1 hybrid.
 17. Plant material including plant parts andplant seed and processed maize products, particularly maize grains andkernels obtainable from a plant according to any of the precedingclaims.
 18. Processed maize products, particularly maize grains andkernels obtainable from a plant according to any of the precedingclaims.
 19. A method of producing a plant comprising the steps of a)crossing two or more parent plants at least one of which is a plantaccording to any one of claims 1 to 18; b) screening the progeny of thecross made in a) for a plant which has in its genome the entire set ofmost favourable alleles at the corresponding set of QTLs from at leastone of the parent plants; by i. obtaining plant material from a progenyplant and extracting DNA from said material; ii. analyzing the DNAsample obtained in step i) to determine the allelic variants present atthe marker loci genetically linked to the corresponding QTLs by using aset of markers according to any one of claims 32 to 35 in a PCRamplification reaction; iii. identifying the marker allele bydetermining the molecular weight and/or the nucleotide sequences of thePCR amplification products obtained in step ii) c) comparing themolecular weights and/or the nucleotide sequences of the PCRamplification products determined according to step iii) with themolecular weights and/or the nucleotide sequences of the correspondingPCR amplification products obtained from an inbred line selected fromthe group consisting of line NP1902 deposited under accession numberNCIMB 41577; line NP1941 deposited under accession number NCIMB 41576,and line NPNW0351 deposited under accession number NCIMB 41578 in a PCRreaction with the identical set of primer pairs used in step ii) andidentifying those PCR products with essentially identical molecularweights and/or nucleotide sequences; d) identifying and selecting aplant or plants with the desired profile using the data of the markeranalysis.
 20. A method according to claim 19, wherein in step a) one ofthe parent plants is a plant, which has a genetic background asrepresented by maize inbred line selected from the group consisting ofline NP1902 deposited under accession number NCIMB 41577; line NP1941deposited under accession number NCIMB 41576, and line NPNW0351deposited under accession number NCIMB
 41578. 21. A method according toclaim 19, wherein said inbred line is used as the male parent.
 22. Amethod according to claim 19 for producing hybrids.
 23. A hydrid plantproduced by a method according to claim 19.